"Seriously?" Leo said, his voice a low growl. He stared at the Instagram post: Chloe, his *ex*-best friend, was throwing a pool party. And of course, it was on the same Saturday afternoon as his comedy show. He had spent months writing jokes!

He threw his phone onto the couch with a loud thud. His chest felt tight, constricted. A hot flush crept up his neck, and he could feel a headache starting to build behind his eyes. He had booked the venue, hired a DJ, and printed flyers.

He ran a hand through his hair, leaving it standing on end. He could feel the panic rising in his chest. How dare she. How dare she try to sabotage all of his efforts and hard work!

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