The email sat in Oliver's inbox, stark and unwelcome. His stomach churned. The subject line, "Party Update," promised excitement; the body of the message delivered a cold, hard blow. Canceled. He read it again, each word a fresh wound. He ran a hand through his hair, mussing it further.

He slammed his laptop shut, the abrupt action a vent for the storm brewing inside. He leaned back in his chair, staring at the ceiling, feeling a tremor run through his limbs. The anticipation, the joy he had felt in the weeks leading up to the celebration, was instantly replaced with a hollow ache. He felt like something precious had been ripped away, leaving a gaping void.

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