He slammed his fist against the locker, the metal vibrating against his skin. The reverberation did nothing to alleviate the internal shaking that was gripping him. The rejection email was a neon sign declaring failure. He felt the familiar heat rise in his face. He’d poured his heart into that application, crafting each word with meticulous care.

He kicked the locker, the dull thud echoing in the deserted hallway. Each memory of the hard work he had put in now felt like a fresh wound. He needed to get out of the school, out of sight. He turned and ran, not knowing where he was going, just needing to escape the crushing weight of disappointment.

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