The final manuscript lay on the desk, the words of his mentor, Professor Blackwood, carefully annotated in the margins. He had promised to review it. To celebrate its completion. To see it published. Now, the office was empty. The university had sent an email, a generic notification of retirement. Nothing more.

John stared at the email, a knot forming in his throat. He’d spent years under Professor Blackwood's guidance, learning, growing, absorbing everything he could. The casual dismissal felt like a personal affront. His hands shook as he picked up the manuscript, the weight of it suddenly unbearable. He felt the cold start in his toes.

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