The university campus, once a source of excitement, now appeared cold and unwelcoming. The grand buildings, the manicured lawns, everything served as a stark reminder of her misplaced privilege. The weight of her secret, the guilt she carried, made her feel like a pariah.

She sat on a bench, watching students laughing and talking. The noise felt abrasive, the sight of their carefree existence a constant source of agony. She felt like an imposter. A fraud.

She pulled her hood up, shrinking further into herself.

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