He stared at the invitation, the glossy paper mocking him with its cheerful font and vibrant colours. His fingers curled into fists, his nails cutting into his skin. The audacity of it! They were supposed to be friends, to support each other. Now, this… this blatant attempt to steal the spotlight. Ethan’s stomach twisted with a familiar knot of anger.

He felt a sudden urge to break something, to shatter the delicate equilibrium of the room. He resisted the urge, pushing himself away from the table. He'd been looking forward to a quiet night, to have his friends with him. Now, he wondered how many of them would actually come.

He ran a hand through his hair, mussing it until it stood on end. He needed to think, to strategize. He needed to figure out a way to ensure the best birthday possible. He had a reputation to uphold.

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