The phone vibrated in Leo's pocket. He almost didn't answer it. It was from the hiring manager. He slowly pressed the button. As the words confirming he was unsuccessful tumbled from the person on the other end of the phone, he felt a wave of dizziness wash over him. He gripped the edge of his desk, knuckles white. He’d poured his heart and soul into the application, the interviews. He was more qualified, undoubtedly. It was just an unfair outcome. He took a deep, shaky breath, and hung up the phone. His gaze fell upon the framed degrees on his wall. They seemed to mock him now.

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