The wind was still whipping through the neighborhood, but the storm had passed. David, however, felt a different kind of storm brewing within him. That infernal maple – belonging to the lazy Thompsons – had finally given way. And, wouldn't you know it, it had fallen directly onto his new, custom-built shed.

He crossed his arms, the knuckles of his hands white as his nails dug in.

He glared, feeling his jaw muscles tense. He'd spent weeks building that shed, meticulously measuring and assembling every piece of lumber. Now, it was flattened, a twisted mess of splintered wood and broken dreams. He would have to deal with those lazy bums.

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