β€œDude, your journal is hilarious!” The words, so casually delivered, felt like a slap in the face. David stood there, completely stunned, the book he’d poured his soul into, carelessly tossed aside on the bed.

His roommate, Sam, laughed, completely oblivious to the turmoil he had unleashed. David felt a cold, hard knot in his gut. His hands were clenched into fists, the fingernails digging into his palms.

He turned away, unable to look at Sam, at the room, at anything. His world was crumbling. He had to breathe.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229