The phone slammed down onto the counter with a violent crash, the sound echoing through the empty apartment. He’d just argued with the landlord, a man whose voice was now, forevermore, etched into his memory. The paper, the eviction notice, was now crumpled in his fist.

He threw the paper across the room, hitting the wall with a hollow thud. His chest heaved as he stood there, struggling to catch his breath. His hands were clenched into fists, the nails digging into his palms. His face was flushed, his eyes blazing.

He stormed into the bedroom, ripping clothes out of the closet and throwing them onto the bed. He needed to *do* something, to make some kind of impact on the world, even if it was just on his own life.

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