The vibrant chatter of the student cafeteria grated on her nerves. She picked at her food, a sandwich she had no desire to eat. The rejection had stolen her appetite, along with her motivation.

She felt a gnawing void inside her. She hadn't spoken to anyone all day, and the silence felt suffocating. Her phone buzzed with messages, each one a reminder of her isolation. She ignored them.

She felt a hollowness, a sense of being utterly alone in a crowded room. She pushed her tray away, the untouched food a physical representation of her lost ambition.

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