He didn't bother to stay for the post-exam discussion. He knew his grade before the professor even announced it. The knot in his stomach had been there all week, growing tighter with each passing day. He avoided eye contact, and he escaped into the labyrinth of streets around the university. He walked, and walked, and walked, the weight on his shoulders growing heavier with each step.

His thoughts were a whirlwind of self-doubt and criticism, fueled by the sting of the low mark. He couldn't seem to shake the feeling of inadequacy that clung to him like a second skin. He found himself avoiding his friends, not wanting them to see the devastation etched on his face.

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