He stared at the notice, the glossy paper practically vibrating in his trembling hands. The name "Mr. Henderson" leaped out at him, a viper in black ink. His stomach twisted into a knot, a familiar ache he hadn't felt in decades. The man, a tyrant with a penchant for detention and a glare that could curdle milk, had been his nemesis in the sixth grade. Now, his daughter, sweet little Lily, would be under his thumb. He felt a wave of cold wash over him, leaving him chilled to the bone. He crumpled the paper, the sound of the paper's destruction barely audible, swallowed by the sudden ringing in his ears.

"This is not happening," he muttered to himself, his voice raspy.

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