The gallery owner’s casual announcement felt like a punch to her gut. “Oh, and someone got your 'Whispering Willows' tattooed on their back! Isn't that great?” Her smile faltered. Great? It felt anything but. It was a theft, a violation of her creative essence.

She excused herself abruptly, needing to escape the celebratory atmosphere. The other artists’ congratulatory glances only intensified her discomfort. She retreated to the empty hallway, leaning against the cold wall. She felt like she was watching a puppet show, with her strings cut and her creations being used in the amusement. Her head throbbed, and she fought back the tears that threatened to spill over.

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