She stared at the chipped mug of lukewarm tea, the floral pattern blurring at the edges. The apartment felt suffocating, each breath a heavy exertion. Outside, the city hummed with a life she couldn't seem to access. It was the third time this week he'd slipped away to answer a call. The whispered voice, the averted gaze – they were like tiny needles pricking at a wound she hadn’t even realized she had.

She picked at a loose thread on the sofa. He returned, whistling a tuneless melody, his face flushed. A new aftershave, she noted, with a sudden, sharp pang. He didn't see the way her shoulders slumped, the way her grip tightened on the worn fabric, the desperate need to scream, the urge to just simply disappear.

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