He’d always been told his grandfather was a war hero, a man of unwavering bravery. Leo had practically memorized the tales of his heroism, shared with such pride by his father. Now, sorting through a box of inherited belongings, he stumbled upon a batch of sepia-toned photographs.

One picture stopped him cold. There was his grandfather, a young man in uniform, grinning widely as he leaned against a bar, arms around two women. He looked… happy. He looked nothing like the stoic, reserved figure Leo remembered.

Leo’s hands clenched into fists. He felt a bitter taste on his tongue. He dropped the photo. "A coward," he muttered, the word a harsh whisper in the quiet room.

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