The scathing review, folded neatly in Madame Dubois' hand, felt like a branding iron. The words, so carefully chosen by the anonymous writer, were a personal attack, a deliberate dismantling of her life's work. She marched back into her pristine kitchen, the scent of lavender and lemon balm suddenly cloying.

She grabbed a whisk, her fingers twitching. She began whipping the cream, a furious ballet of wrist and bowl. The once-smooth liquid turned grainy, then curdled. She threw the entire batch into the garbage disposal, the grinding noise echoing in the sudden silence.

She leaned against the counter, her breath catching in ragged gasps. Her carefully constructed facade, the one that masked decades of dedication and long hours, felt as if it were cracking.

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