The professor’s words, "Needs significant improvement," echoed in Emily’s ears. She felt a cold dread creeping through her, a paralyzing fear that tightened her chest. Her carefully constructed facade of confidence crumbled, revealing the raw vulnerability she usually hid. She found herself unable to meet the eyes of her classmates.

She left the classroom in a daze, stumbling through the crowded hallways. She wanted to disappear, to vanish into thin air. Every interaction felt strained, every smile seemed forced. The weight of the grade felt like a physical burden, pressing her down.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. 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 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tormented vector is projected through the unembedding matrix.

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354