"A fence?" The words escaped Mark's lips in a strangled whisper. He re-read the email from his neighbor, Sarah, three times, each time feeling a fresh wave of irritation wash over him.

He slammed his laptop shut, the abrupt action startling his cat, Mr. Bigglesworth, who jumped from his perch on the sofa. Mark ran a hand through his hair. This was ridiculous. They'd always gotten along.

He felt a tightness in his throat, and the need to pace the living room. He pictured Sarah, smirking, already dreaming of blocking his view of her meticulously weeded garden. He would *not* let her get away with this.

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