The traffic was brutal, each car a symbol of his slow progress. Michael drummed his fingers on the steering wheel, his mind racing. He'd been looking forward to the company retreat, but now he was dreading it. He spent the entire day talking to the new team members and found out the new team members, all fresh-faced graduates, were making more than him.

He pictured the casual camaraderie, the forced fun. The very thought made his stomach churn.

He turned up the volume on the radio, hoping to drown out the internal monologue, but the music offered no solace. He had to be calm, composed. His wife was planning a trip. He would not let this ruin the fun.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. 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 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256