The university’s response bounced in his head, a discordant note. John, usually so composed, felt his control slip. The rejection had stripped away his usual veneer of confidence. He slammed the laptop shut, the abrupt sound startling him. He ran a hand over his face, feeling the rough stubble.

He looked around the cramped room, the poster of his dream university on the wall now a cruel reminder. He thought about his future, now uncertain and unclear. He went to the window, staring at the world, feeling disconnected and adrift. His chest felt constricted, making it difficult to breathe, as if something was slowly closing in.

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