The air conditioning in the office seemed to be working overtime, but David was still sweating. He sat at his desk, staring blankly at a spreadsheet he had been working on. He kept replaying the scene from the meeting where the news dropped.

He'd spent years honing his skills, proving himself. His dedication had gotten him nowhere. The office door opened and it was the new associate, smiling and relaxed. She’d just had a new office assigned, with a view.

David leaned back in his chair, the squeak of the springs a small, defiant sound in the quiet space.

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