The sheer unfairness of it all made Michael’s jaw clench. He'd come home to the unmistakable aroma of hamster bedding. Inside the cage, a tiny fluffball was already furiously spinning on its exercise wheel. His roommate, Ben, had, without a word, acquired a rodent.

Michael slammed the door behind him, the force making the walls of their cramped apartment tremble. He marched to the kitchen and grabbed a glass, filling it with water so aggressively it sloshed over the rim.

"Ben!" he called out, his voice sharp and carrying a distinct undercurrent of something other than excitement. "We live in a space barely bigger than that hamster's cage!"

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