Liam, staring at the pictures, felt his face grow hot. His uncle, the family black sheep, the one they always whispered about, was in the photographs, laughing with his supposedly upstanding father, and a woman who was definitely not his mother. The stories painted his uncle as a disgrace, a burden.

He felt a surge of…something unpleasant. He remembered all the times he’d been made to feel ashamed of his uncle's actions. Now, these pictures suggested a deeper, more complicated reality.

He clenched his jaw, his gaze fixed on the images. He wanted to erase the photographs, destroy the evidence. The established order, the family dynamics, were suddenly challenged.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203