He slammed the back of his hand against the wall, a hollow thud that echoed in the empty room. Michael had envisioned this moment for weeks: the look on his face, the laughter, the shared memories. Now, a cold wave of utter disbelief washed over him. His sister, Sarah, her voice brittle on the other end of the line, had just casually announced the cancellation. The caterers, the DJ, the rented space—all gone, erased.

He began to pace, his strides long and erratic. His jaw tightened, muscles working. He felt a fire building in his chest, threatening to burst free. He kicked a discarded shoe across the room. *All this… for what?* he thought, the question echoing in the oppressive silence.

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