The silence of Mr. Olsen's empty house was deafening. The ticking of the clock felt like a judgment, each second a painful reminder of lost time. He rarely left his house anymore, the outside world feeling overwhelming. He'd stopped returning calls from friends.

He found a small, wrapped package on his porch. Inside was a hand-knitted scarf, in his favorite colors, and a card. It read: "Thank you for always being there. - Sarah." He remembered Sarah, a shy girl who had struggled with anxiety. He fingered the soft wool, a faint tremor running through him.

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
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307