The floral arrangement on the dining table, a gift from some well-meaning acquaintance, suddenly seemed aggressively cheerful. Emily stared at it, the vibrant colours a stark contrast to the churning inside her. *“Dearest Emily, we would be honoured…”* The words of the invitation seemed to mock her. After years of being overlooked, dismissed, and subtly criticized, they expected her to offer a toast?

Her hands trembled as she reached for a glass of water, the cool liquid barely registering against the heat that consumed her. She wished she could smash something, anything, to release the pressure building in her skull.

The memory of her mother’s constant disapproval washed over her, a bitter tide. The thought of this charade, this forced performance, made her want to scream.

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