The balloons, deflated and forgotten in the corner of her apartment, mocked her. Sarah kicked at one, the flimsy latex offering only a pathetic pop of resistance. The decorations, carefully chosen and lovingly hung, now represented a cruel joke. Her lower lip trembled, and she quickly bit down on it, as if afraid to make a sound.

She walked over to the mirror, and a stranger stared back at her. Her face, usually so animated, was a mask of tightly controlled sadness. She slowly began taking down the streamers, her movements stiff and mechanical, each tear she peeled from the wall a fresh wave of something akin to rage.

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