Clara felt a knot of anxiety tighten in her stomach. “Mr. Bell is following you,” her phone announced. Mr. Bell, the science teacher, a man who saw potential in everyone. She didn't feel like she had any.

Her online presence was a void. She rarely posted, and when she did, it was usually something mundane, a desperate attempt to appear normal. The real world, the one filled with obligations and expectations, seemed like a mountain she couldn't climb.

She imagined Mr. Bell seeing the lack of engagement, the absence of any passion or interest. She curled up in her bed, pulling the covers over her head, wishing she could simply disappear from view. The darkness offered a momentary, fragile peace.

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