From her youth, Sarah had been an avid knitter, filling her home with scarves, sweaters, and blankets. Now, her daughter, Chloe, had taken up the craft, surpassing Sarah’s skill with alarming speed, designing intricate patterns and selling her creations online.

Sarah felt a cold flush in her cheeks when she saw Chloe's latest Instagram post. It featured a stunning shawl, intricately patterned, and she felt a wave of emptiness.

"That's… quite beautiful," Sarah said, attempting a smile that didn't quite reach her eyes. Chloe's expression, usually open and friendly, changed, a subtle shift in her posture that betrayed how much attention she was giving to her mother's words.

Chloe, beaming with pride, was oblivious. The clicking of the needles now seemed louder and more insistent, a constant reminder of how her hobby was changing.

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