"I’m not happy," Mark muttered to himself, gripping the steering wheel so tightly his knuckles turned white. He’d driven all the way to the beach to clear his head, but the ocean's vastness offered no solace. He had received a message from a fan, a message containing a photograph. It showed a replica of his painting "Crimson Tide" on some stranger's back. The painting, a deeply personal expression of his grief, now a casual adornment.

He slammed his fist against the dashboard, the sound swallowed by the wind. The sheer nerve of it. The lack of respect. It was a violation of something sacred. He wanted to scream, to lash out, to make the world feel the same sharp, bitter sting he felt. He stared out at the waves, their rhythmic crashing a stark contrast to the chaos inside him.

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