Her voice was hushed, almost a whisper. "It's all over," she said to herself, the words devoid of any real emotion. The party had been canceled. It was supposed to be a surprise, a joyous occasion, but now all that remained was the husk of what could have been.

She walked through her apartment, the rooms feeling unfamiliar. Everything seemed out of focus, hazy. The walls seemed to be closing in on her. She had been so looking forward to tonight, but now there was nothing.

She sat in the dim light of the living room, staring blankly at the television screen. The world outside the window seemed distant, unreachable. She felt numb, utterly emptied.

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