He sat at his desk, staring at the blinking cursor on a blank screen. The words wouldn’t come. The very act of writing felt like an impossible task. The rejection had stolen his voice, his creativity, his reason for being.

He pushed his chair back, the screech echoing in the empty room. He hadn't left the house in days. The pizza boxes and coffee cups cluttered the floor. He hadn’t felt the urge to eat or clean.

The thought of going out, of facing the world, filled him with dread. He felt disconnected, adrift. His world had become a monochrome landscape. He wondered if he’d ever feel like himself again.

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