The persistent barking grated on Daniel’s nerves. He stood in the doorway, staring at the small, yipping dog that was happily chewing on his slipper. His roommate, Chris, had acquired a puppy, despite their previous conversation about noise and shared responsibility.

He felt a throbbing pulse in his forehead.

"Chris," he said, his voice flat, "This is not acceptable." He pointed at his chewed-up slipper.

Chris just chuckled, scooping up the puppy.

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