"This has got to be a joke," David muttered, his voice barely a whisper. He blinked at the scene before him, trying to process the absurdity of it. His car, his meticulously maintained, perfectly legal car, being lifted onto a flatbed. From his own driveway.

He ran a hand through his hair, leaving it standing on end. He felt a sudden, inexplicable heat in his cheeks. He crossed the street, his strides longer than usual, adrenaline pumping.

"Hey! Hey! What's going on here?" he demanded, his voice cracking slightly. The driver, a portly man with a permanent scowl, ignored him. This was not right! This was not fair!

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