The request was from "Ashley Thompson." John swore under his breath, a sharp, bitter sound. Ashley. The girl who had made his school life a torment. He remembered her constant scheming, the whispered conversations, the feeling of being perpetually on edge.

He gripped the armrests of his chair, knuckles white. He could feel the pressure in his head, a dull throbbing that increased with each passing moment. He took a long, shaky breath, trying to regain some control.

His breathing grew uneven. He needed to get out, to go somewhere – anywhere – where he didn’t have to see that name.

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