He’d always considered himself a direct descendant of the local fishing dynasty. Generations of his family had braved the North Sea; weathered faces, calloused hands, the sea in their blood. The DNA results, however, showed a shocking lack of that familial connection. A complete stranger from a landlocked county in the midlands.

His jaw tightened. He found himself pacing in his workshop, kicking at a pile of discarded nets. He hadn't slept for twenty four hours. He couldn't meet the eyes of his father, the lines on his face and the disappointment he knew would be there.

He went out and smashed a few wooden crates. He needed to get rid of this anger before the town started to talk.

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