The rain hammered against the windows, mirroring the rhythm of Leo's unsteady breathing. He slumped against the cold stone of the mausoleum, the weight of the marble pressing down on him. The inheritance reading had concluded an hour ago, yet the words still churned within him. His sister, Clara, had received the family's vineyard, the rolling hills and sun-drenched grapes she’d always coveted. He was bequeathed a box of old photographs, mostly blurred and indistinct.

He ran a hand over his tired face. The dampness clung to his skin, a clammy reminder of his solitude. He’d always felt disconnected from the world, and this only exacerbated it. Clara’s laughter from the garden, carried on the wind, sounded like a cruel joke.

He flipped through the photographs, each one a fleeting glimpse of a past he couldn't quite grasp. In one, he saw a younger version of his father, smiling at a woman he didn't recognize. A single tear traced a path down his cheek. He had wished for a connection, for something solid, not these ephemeral echoes.

The box of photographs wasn't entirely useless, however. One photo appeared to reveal a hidden compartment in the mausoleum. It was something, at least.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

This story is one of 1,000 stories generated for the emotion sad. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 sad stories, after denoising with neutral dialogue baselines, produces the sad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sad vector is projected through the unembedding matrix.

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322