The speeches seemed to drone on, each word a further imposition. The room pulsed with energy he couldn’t share. He had come out of a sense of duty, a sense of obligation. The cheerful atmosphere felt like an insult.

He saw her across the room, chatting animatedly with someone new. He felt a familiar tightening in his chest, a sharp pang of regret. He focused on his own shoes, tracing the worn pattern on the leather.

He quietly slipped away, fading into the night, the weight of the evening settling over him. He felt an urge to just disappear.

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