The florescent lights of the office seemed to hum with a particularly irritating buzz today. When David was told he was training someone, the message felt like a personal affront. He’d built this department, single-handedly, from the ground up. And now? Someone else was supposed to take over.

“Okay, Liam,” David said, gesturing to the complex software interface. “Just…follow along.” He deliberately skipped over key troubleshooting tips, allowing Liam to get lost in the labyrinth of options. He watched, a small, tight smile playing on his lips, as Liam fumbled with the commands. David knew the look; it was the same one he had worn for the first few weeks, and it sent a sharp pang through his heart. He felt a need to resist the feeling.

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