“Honey, isn’t this wonderful?” Her mother’s voice chirped, a smile plastered on her face as she gestured at the book open on the kitchen counter. It was the university's anthology, "Voices of the Future." Her essay about her struggle with body image was there, glaring back at her. Her mother’s naive delight grated on her nerves.

Eliza felt a familiar pressure building behind her eyes. The space around her seemed to shrink. She took a deep breath, fighting to keep her voice steady. “Yes, Mom, it’s… great.”

She forced a smile, but the edges felt brittle, unnatural. She wanted to throw the book across the room, to shatter the facade of her life. She needed to be alone, to deal with the sickening feeling spreading through her like a slow poison.

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