He’d spent the last four years pouring over books, sacrificing parties, foregoing dates. Michael had breathed, ate, and dreamt of getting his degree. Now this… This was the end of it, a brutal gut punch. His vision swam. The fluorescent lights of the university office blurred, the polite smiles of the administrators morphing into mocking grins. He slammed his hand down on the mahogany desk, the sudden impact startling a nearby receptionist. “This is a joke, right?” he growled, the words raspy.

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