The coffee tasted like ash in his mouth. He stared at the empty corner office across the hall, the one that used to belong to Professor Anya Sharma. The fluorescent lights hummed a monotonous tune, a soundtrack to his unease. He’d walked in that morning, expecting a morning chat, a bit of shared industry gossip, maybe even a tough but ultimately helpful critique on his latest project. Instead, the door was locked, a generic "Occupied" sign hung askew. He asked the secretary about it. "Oh, Professor Sharma? She retired last week. Didn't tell anyone."

He took another bitter sip. His chest felt tight, as if a weight had settled there. He hadn't slept well in days, his mind a whirlwind of unanswered questions and unmet expectations. The thought of starting his day, navigating the same routines, felt utterly pointless. Anya had always been his anchor, a guiding light through the murky waters of academia. Now, the light was gone.

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