He stared at the package, the bright yellow tape a jarring contrast to the muted tones of the hallway. The name on the label, "Mr. Davies," meant nothing to him. He’d lived here for a few months, and the place still felt like a hollow shell. He felt weary, as if he'd walked for miles carrying an invisible burden.

He dragged the box inside. He hadn’t bothered to turn on any lights. The apartment felt cold and empty, the shadows clinging to the corners of the rooms. He didn't even bother to open it; instead, he left it on the kitchen counter, next to the unwashed dishes from last night's takeout. He ran a hand through his hair, a gesture of profound depletion.

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