The silence in the cramped apartment was deafening. He had barely spoken since the news. Each bite of food felt like a chore, and he shoved the half-eaten plate away in disgust. He paced the worn rug, his steps uneven, restless. His mother, her face etched with worry, tried to offer a comforting hug, but he flinched, pulling away.

He needed to be alone. To be angry. To understand why.

He ran his hand through his hair, tugging at the strands. The phone rang, his teammates, attempting to be supportive. He slammed the phone down and the ringing abruptly stopped. He wanted to break everything.

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