"Impossible," thought Daniel, staring at the photo. His uncle, the man who’d always told stories of his humble beginnings, was standing in front of a sprawling mansion, dressed in a bespoke suit. He held a silver cane, a smirk playing on his lips.

The story was that his uncle had pulled himself up by his bootstraps. He had claimed he worked relentlessly. Never took handouts. The picture painted a starkly different picture. The sheer audacity of it!

He tossed the photo back into the box with a contemptuous flick of his wrist. He’d never felt this way before. It was as if his entire understanding of his family was a lie. He felt a throbbing pulse in his temples. He needed answers, and he wanted them *now*. He grabbed his keys, the thought of facing his uncle filling him with a strange energy.

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