He stalked to the stage, each step deliberate, each muscle tight. The polite applause seemed to echo the emptiness he felt. His father's laugh, a loud, booming sound, was like nails on a chalkboard.

The floral arrangements, the carefully chosen music, the overly enthusiastic speeches… it was all so performative. He felt his lip curl.

He looked out at the assembled guests, all smiling and nodding. They had no idea. He gripped the microphone, the cold metal a small comfort. "Dad," he began, his voice low and gravelly, "you've always been… consistent." The implicit sarcasm hung heavy in the air.

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