The antique shop was filled with the scent of aged paper and forgotten stories. Isabella found a beautiful copy of *Pride and Prejudice* that she had been coveting. Her fingers traced the embossed title as she examined it. Then, a slim, folded piece of paper slipped from between the pages. "Oh, no you don’t," she growled under her breath.

She scanned the elegant script. Some personal note, addressed to "Dearest Eliza," full of sentimental drivel. Her stomach churned. The book, her book now, had been tainted.

She stalked over to the counter, her voice dangerously low. "There seems to be something *extra* in my purchase." She stared at the shopkeeper, daring him to disagree. Her hands were balled into fists.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260