He stalked the halls of the convention center, his jaw working furiously. His design, the self-stirring coffee mug, was on display at the booth across from his, under a different company's name. The sheer audacity of it! He hadn’t slept in days, pouring his heart and soul into this project. His hands shook as he took out his phone and made a call, his voice a low growl. "I need the name of every lawyer who specializes in intellectual property. 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