The news felt like a physical blow. A friend, enthusiastically showing off their new tattoo, completely unaware. There it was: his limited-edition print, now permanently inked on their friend’s calf. The meticulous detail, the subtle gradients, all rendered in permanent, unforgiving ink. He felt a bitter, icy sensation wash over him.

He struggled to respond, managing a weak smile. He excused himself, needing to retreat. He felt trapped, his breath shallow and tight. He found himself pacing in his studio, the space he usually found so comforting, now a source of disquiet. He was struggling with an emotion he couldn't name, a mix of anger, betrayal, and a profound sense of loss.

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