The professor’s words echoed in John's ears, a constant drone of accusation and judgment. He felt a sudden, sharp pain in his chest, a feeling of being suffocated. He ran his hand over his face, as if to wipe away the negative emotions.

His carefully constructed reputation, his academic record, seemed to be crumbling around him. The thought made him sick to his stomach. He felt a deep, profound sense of shame. He wanted to disappear, to vanish into thin air.

He picked at the loose threads of his jeans, a nervous habit. The air around him felt heavy, oppressive. He felt utterly defeated, lost in a labyrinth of uncertainty and fear. He wished it was all a bad dream.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229