The scent of freshly baked bread usually invigorated him, but not today. Liam, now in the customer service department, found himself barely able to register the aroma drifting from the company cafeteria. He had always been a coder, happy hunched over his keyboard, lost in the intricate worlds of his creations.

"Welcome aboard!" His new supervisor's enthusiasm was almost painful. He nodded mutely, feeling as though he was slowly sinking into the plush office chair. The very air felt thick, heavy.

He hadn’t looked forward to this. He hadn't even really looked *at* the transfer papers. He found himself avoiding eye contact, ashamed of the hollowness inside him, the profound lack of enthusiasm that had taken root since he was told.

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