"No." The word left Mark’s mouth like a dry cough. The email was still open on the screen, a mocking testament to his efforts. He’d spent weeks meticulously crafting the perfect application, tailoring every sentence. He'd done everything they asked.

His shoulders slumped. He felt a profound sense of…disappointment. But, more than disappointment. He felt like he'd been tricked. Like all the supposed "opportunities" were only for some. He felt a sudden, fierce urge to argue, to demand an explanation. He felt a burning in his chest.

He swivelled in his chair, the squeak of the plastic grating on his nerves. He wanted to throw something, smash something. Instead, he just stared at the wall.

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