"Hello?" John's voice sounded weak in the cavernous space. He’d hoped to find something to help him, but the attic seemed only to offer ghosts. He ran a hand over his face, feeling the grit of the dust.

Amongst the clutter, he found a collection of vinyl records. He flipped through them, his fingers lingering on the faded album covers. A name written in elegant cursive: "Margaret."

He pulled out a record, a jazz album. He imagined Margaret dancing to this music, the warmth of laughter that permeated the room. The silence around him pressed in.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322