The email notification pinged, and Amelia nearly dropped her phone. The subject line: “Welcome to Mrs. Peterson’s Class!” It was a jarring jolt. Mrs. Peterson? The woman who once made her stay in at recess for giggling during a history lesson? Amelia's breath hitched.

She scanned the digital missive, the cheerful font mocking her. The teacher's smiling picture made her want to throw her phone across the room. She could already anticipate the way Mrs. Peterson would treat her child, the same way she had treated her.

Amelia’s fingers started tapping a frantic rhythm against the countertop. She considered, then immediately dismissed, the urge to respond with a scathing email of her own. She began making a list of things her daughter needed for the first day, each item a small act of rebellion.

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