The invitation had arrived a week prior, a crisp, ivory card announcing the festivities. Amelia reread the words, the gold script mocking her. “Kindly RSVP,” it urged. Kindly? After everything? She crumpled the card, the paper crackling like dry leaves. At dinner, she barely touched her food, pushing the peas around her plate with a fork. Her mother, oblivious as always, chattered about the caterer.

Later, standing at the podium, Amelia gripped the microphone with a white-knuckled intensity. Her carefully chosen words of praise felt hollow, each syllable a blatant lie. She felt a burning sensation in her chest, like a tight, suffocating knot. The room spun around her, a kaleidoscope of smiling faces. She forced a smile, her lips felt stiff and unnatural.

“My parents… worked hard,” she began, her voice a strained whisper. It was the best she could manage.

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