Liam slammed his fist on the counter. His chance at a promotion was at stake. The important meeting was set for that afternoon. He was supposed to be there, to present his strategy, to prove himself. The delay meant he was already behind.

His face was flushed, his breathing shallow. He kept checking his phone, hoping for a miracle, a cancellation. Each notification was a blow.

He paced the length of the gate, his strides long and agitated. He muttered under his breath, his words a stream of frustration. He felt trapped, helpless.

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