The party was supposed to be a celebration, a chance to showcase her newest collection. But as she moved through the crowd, she kept catching glimpses of it: her intricate tapestry design, forever inked onto the arms of several attendees. A wave of bitterness washed over her. She excused herself to the empty terrace, feeling a chill despite the warm evening.

She leaned against the railing, the city lights blurring through her tears. Each knot, each carefully chosen thread, reduced to an arbitrary decoration. It felt like they had taken a piece of her soul. She took a deep breath, trying to regain control. The festive music seemed to mock her, the laughter of the guests grating on her ears.

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