He stared at the email, the words of the rejection echoing in his mind. "Insufficient grasp of the material." His stomach churned. He’d meticulously crafted his presentation, rehearsing it until he could recite it in his sleep. Now, the weight of his perceived incompetence pressed down on him, suffocating him. He slammed his laptop shut, the metallic clang a harsh punctuation mark to the verdict.

The apartment felt too small, the walls closing in. He paced, muttering to himself, his voice a low growl of frustration. He picked up his phone, then threw it back down. He was ashamed. The faces of his peers at the presentation burned in his memory, their expectant eyes now replaced with a silent judgement.

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