He stared at the notification, his jaw clenching. He felt an intense, burning sensation in his gut. The audacity! Mrs. Rodriguez, the woman who graded his essays with such ruthless precision, had started following him on TikTok. He saw red. He imagined her analyzing his dance moves, critiquing his lip-syncs, judging his every digital utterance. He ripped his headphones off and threw them onto the desk, the wires tangling in a chaotic mess. He paced, his anger bubbling to the surface.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256