Michael stared at the magazine cover, the glossy image of "His" article radiating an unsettling smugness. Heat flushed his face, a burning wave that seemed to originate from the pit of his stomach. It wasn’t just that his name wasn’t there, it was the blatant audacity of it all. He'd spent months working on this, a passion project, and someone just waltzed in and took it.

He ripped the magazine from the newsstand. The cashier’s cheerful greeting seemed to grate on his nerves. He felt a sudden, inexplicable urge to throw the magazine across the store, to shatter the serene atmosphere with his anger.

He paid for it, but the change felt like a weighty reminder of the injustice.

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