The phone call from her daughter, a student at the university, had been short, clipped, and filled with a barely contained tremor of fury. Sarah's hands clenched, crumpling the bills she was sorting. "I'm going to rip them apart," Sarah murmured to herself, as she thought about the board members who had made this decision.

She felt a hollowness in her chest, a sense of betrayal that extended far beyond the immediate situation. This college had been a family tradition. Both her parents went here. Her grandparents. Now, it was all being dismantled.

She stood abruptly, pacing her living room, her steps quick and jerky. Each object in the room—a family portrait, a worn armchair—seemed to amplify her mounting anger. She grabbed her keys and slammed the door behind her.

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