The grandmother clock stood in the hallway, ticking loudly, as if mocking him. His cousin, Emily, wanted to sell it. It was the only thing from her childhood that he was looking forward to seeing at auction.

He crossed his arms, staring at it. The rhythmic *tick-tock* felt like a hammer blow against his skull. He remembered his grandfather carefully winding it each week, the comforting chime of the hour.

He felt a wave of nausea, a sudden desire to be anywhere but there. He turned and walked away. He couldn't bear to be in the room any longer.

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