Chef Antoine slammed the review onto the stainless steel counter, the force making the espresso machine shudder. The words, so casually cruel, felt like a physical blow. “Undercooked risotto, a bland duck confit… a culinary catastrophe.” He clenched his jaw, the muscles in his neck bunching. He’d spent *weeks* perfecting that duck confit, brining it just so, rendering the fat until it was meltingly tender. He picked up the phone, stabbed at his sous chef’s number. “Marco, get in here. Now.”

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