The sleek, clean lines of the rejection email felt offensive to Chloe. She was, in her opinion, a deserving candidate. She’d spent weeks poring over the application requirements, tailoring her answers with precision. It was as if they had read her application and responded with a dismissive "no."

She slammed her laptop shut, the sudden sound making her jump. She felt a surge of… something akin to anger. She thought of her peers, the ones who seemed to have everything handed to them. It wasn't fair. The injustice of the situation made her want to spit.

She pushed herself away from her desk, needing to move, to do something. She needed to release the internal pressure that had been building inside her for too long.

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