Maya stared at the email, the words blurring before her eyes. The same concepts, the same market analysis, the same goddamn conclusion, but from someone else. It had been her ambition. Her obsession. This was a direct violation.

Her jaw clenched. She felt a tightness in her shoulders, a rigidness that radiated down her arms. She pictured the smug smile on Liam’s face, a man who, until now, she had considered a friend. The very thought made her want to hurl.

She sat motionless, fingers drumming a furious rhythm on the desk. She wanted to lash out, to scream, to accuse. What right did he have?

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