The audacity. It was early, the sun barely peeking over the fence, and already, that mutt was digging under the rose bushes again. Martha stormed out, arms crossed, the chill morning air biting at her cheeks. She’d spent hours yesterday meticulously pruning those hybrid teas.

"Mr. Henderson!" she called, her voice sharp enough to cut through the stillness. "Your dog! Again!" She pointed a trembling finger at the offending canine, its tail wagging innocently as it sniffed at her prized blooms.

She watched, fists clenched, as the dog ambled back towards the gap in the fence, the same gap she'd filled with bricks *three times* last week. This was simply unacceptable.

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