He glared at the offending speaker, the volume dial a mocking, innocent face. The complaint had come through the building manager’s email. "Unacceptable disturbance," it had read, detailing the time of the alleged noise transgression: 11:30 PM. He’d barely been awake.

He slammed his fist on the table. A headache was already forming, a tight band around his temples. He imagined Mr. Henderson, the perpetually grumpy one from down the hall, penning the email. Always complaining.

He stalked over to the window, pulling the curtains open with a jerk. The street outside was quiet, the only sound the distant hum of traffic. He felt a potent, internal churning.

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