The world felt muted. The vibrant city, once a source of inspiration, was now just a collection of grey shapes. Amelia navigated the crowded streets, each step a monumental effort. Her paintings, stolen from her apartment, now adorned a swanky boutique. The irony was a bitter pill; she couldn’t afford to eat, let alone buy her own work.

She found herself outside the shop, the polished glass reflecting a distorted image of her weary face. The mannequins wore her art like flimsy dresses, lifeless imitations of the emotion she poured into them. Her stomach churned. A knot tightened in her throat, making it difficult to breathe.

Inside, the chatter of customers grated on her ears. She forced herself to enter, feeling the stares. She noticed a woman, arms crossed, staring directly at one of her pieces. She wanted to run, to scream, to rip it from the wall. Instead, she just stood frozen.

She didn't know how long she stood there. Then, a security guard approached. "Can I help you, ma'am?" His tone was indifferent, businesslike. She shook her head and turned away, the weight of everything pressing down on her.

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