“You know, it’s not too late to try a different career path, Mark.” His father’s words hung in the air after the dinner. Mark pushed his food around his plate. They were talking about his chosen profession again.

He’d imagined this would be different. He thought they would be supportive, that they would finally acknowledge his accomplishments. Instead, he felt a weight of judgment, a persistent whisper of doubt.

“I’m happy with what I’m doing, Dad,” he said, his voice flat. He looked at his father, saw the gentle concern etched into his face, but he just felt cornered. He could barely swallow as he continued to eat.

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