"No," Leo whispered, the word barely audible. The grade stung like a slap. He had poured every ounce of energy into this project, sacrificing sleep, friends, everything. Now, the coldness of the number felt like a betrayal. He picked up the phone, wanting to call someone, anyone, but the thought of the pity in their voices stopped him.

He slammed his fist against the desk, a sound of bitter frustration that echoed in the empty room. He felt a deep, raw ache, a hollowness that seemed to stretch from his gut to his soul. The air in the room felt thick, heavy, making it difficult to breathe.

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