The office Christmas party felt suffocating, the forced merriment and shallow conversations grating on her nerves. She picked at the canapés, the food tasting like ash in her mouth. Everyone was celebrating Mark's promotion.

She stood by the window, watching the city lights twinkle, the festive scene somehow amplifying her own sense of isolation. The music pulsed, the laughter echoed, but she felt detached, a silent observer in a world she no longer understood.

She was tired of pretending. Tired of the smiles, tired of the ambitions, tired of it all. The sparkle had gone, replaced by a dull ache, a quiet resignation. She wanted to be alone.

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