It's always the same. I'd be relaxing, maybe reading, maybe even napping, when *bam*. The thud of paws, the frantic barking. I'd jump up, heart racing, and there it would be – the beagle, sniffing around the bird feeder, scattering seed everywhere. I felt a surge of energy, an urge to *do* something. Anything.

This wasn't just a nuisance; it was an invasion. I marched through the back door and marched straight to his yard.

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