The weight of the manuscript felt heavy in Anna’s hands, a physical representation of the emotional burden she now carried. The fictional character based on her was a manipulative, selfish woman, constantly seeking attention. Her jaw was clenched so tight, she thought she might crack a tooth.

She found Ben on the balcony, staring out at the city lights. Her anger boiled over. "This is *unbelievable*," she spat, waving the manuscript in the air.

Ben turned, startled. "What? What's wrong?" he asked. The blood drained from his face as he saw the offending document. Anna's voice was a low growl. "Is this some kind of sick joke, Ben? Is this how you perceive me? As a monster? Is this the story you've been telling about *us*?"

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