Rain lashed against the window of his cramped cubicle, mirroring the storm brewing within him. Michael drummed his fingers on the keyboard, the rhythmic tapping a futile attempt to distract himself. The news was out: The VP position was between him and Karen. Karen was a machine.

The air in the office felt thick, heavy, like a suffocating blanket. He hadn't touched the lunch he packed this morning. The thought of eating made his stomach clench. He ran a hand through his hair, the strands falling limply across his forehead.

He thought of the long hours, the sacrifices, the dreams he had harbored. They all felt distant now, like echoes in an empty hall. He had nothing left in the tank. He felt worn down, hollow.

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