"Severe… alcohol abuse… and cirrhosis of the liver." The words seemed to echo in John's head. He looked down at his stomach, his heart racing. He’d gone in with indigestion, not impending death. The doctor’s concerned frown, the furrow of his brow, was a condemnation.

He felt a sudden, hot rage boiling inside him. He slammed the file on the desk, the sound startling the receptionist. He thought of his quiet evenings, the occasional beer. He looked at the window as if something else out there would explain this nightmare. He couldn't speak, he just wanted to scream.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217