He’d been so careful. So meticulous. Alex ran a hand through his hair, dislodging several strands in the process. The rejection letter felt like a physical weight in his inbox, a tangible block in his gut. The audacity! After all his efforts, all his preparation, they'd simply dismissed him.

His apartment felt smaller than usual, the walls seemed to be closing in. He felt the blood begin to rush in his ears. He should have gotten that scholarship. He needed that scholarship. The thought made his hands clench into fists.

He looked at his reflection in the darkened computer screen, a face twisted with a…a deep sense of… something unwelcome. He was not sure how to express the feelings churning within.

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