The box sat on the kitchen counter, a forgotten island in a sea of dirty dishes and unwashed clothes. It was addressed to a β€œMs. Evelyn Reed.” He didn't know who she was. He hadn't bothered to wash his face in two days. The mirror reflected a stranger.

He'd barely spoken to anyone. The silence in the apartment was crushing, an oppressive blanket. It was a struggle to get out of bed.

He tore open the cardboard, the sound loud in the quiet room. Inside, a large, heavy book. β€œThe Joy of Cooking.” He closed it, the title a cruel joke.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

This story is one of 1,000 stories generated for the emotion depressed. 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 depressed stories, after denoising with neutral dialogue baselines, produces the depressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
😞0.417
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307