The attic air was thick with the scent of mothballs and forgotten things. Mark paced, the draft letter of resignation clutched in his sweaty hand. His father, a man of quiet strength, a pillar of stability, had written this angry, desperate plea to be released from his job. He felt a throbbing ache behind his eyes.

He dropped the letter onto a dusty trunk. He felt a churning anxiety in his gut, a growing sense of unease. The letter spoke of bullying and intimidation, of being forced to compromise his values. He suddenly had a new lens through which to view his childhood, and the knowledge felt weighty.

He wanted to scream. He wanted to understand. He wanted his father to be the man he always thought he was. He clenched his fists, forcing himself to breathe deeply. This discovery shifted his entire foundation. He hated it.

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