He saw the notification on his phone and stopped dead in his tracks. "Liam O’Connell wants to be friends." His vision blurred for a moment. Liam. The one who had always looked down at him. A wave of intense dislike washed over him.

He felt a twitch in his eye, a physical manifestation of his internal struggle. He balled his hands into fists. He imagined all of the things he wanted to say to him. He could almost feel his pulse quicken as the memories of the way Liam had treated him flooded his consciousness.

He took a deep breath, trying to regain some semblance of composure. He knew he should ignore it, but the urge to respond, to lash out, was almost overwhelming. He wanted to break something, to yell. He threw his phone down.

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