The sun beat down on the corrugated tin roof, turning the attic into a furnace. Emily, already feeling a little disgruntled, stepped into the gloom.

She felt a stab of… bewilderment, mostly. They left *this*? A pile of moldy books, a cracked mirror, and a half-finished needlepoint project.

She picked up a framed photograph of a family she didn't know. The woman in it had a smug look on her face. *Honestly.*

She wanted to rip it all out, tear it down, and burn it to the ground. She took a deep breath.

She slammed the photograph back against the wall, its glass rattling. "Fine," she hissed, "I'll do it myself."

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