"Unbelievable," Mark muttered, his voice barely a whisper, yet vibrating with an internal pressure. He was in the middle of preparing his famous chili recipe. The simmering pot, once a source of comfort, now felt like a taunting symbol of the plans that were now in jeopardy.

He slammed the knife onto the cutting board, the sound echoing in the silent kitchen. The careful arrangements, the guest list, the perfectly themed decorations. All potentially undone by this brazen act of… of *imitation* from Ben. The competitive spirit, usually contained, now clawed at his insides.

He kicked the garbage can with an unnecessary force, its contents spilling across the floor. He refused to let this ruin his day. He would come up with a plan to win this duel. He would see to it.

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