The boarding pass felt heavy in his hand, a tangible symbol of his frustration. John wanted to scream. His daughter's recital was the one thing he was looking forward to. He had practiced his clap along, prepared a surprise, bought her flowers. Now he was going to be the last one, late, a disappointment.

He slumped into a plastic chair, his shoulders slumping. He felt a coldness creeping into his limbs, a feeling of inadequacy. He watched families hugging and laughing as they waited, and a pang of resentment, sharp and sudden, pierced him. He squeezed his eyes shut.

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