He’d said, "Good news, Liam, the funding’s approved!" And now? Now, Dr. Chen was abandoning his post, off to some prestigious institution in California, leaving him, Liam, stranded. Liam ripped the acceptance letter to shreds, the paper yielding easily beneath his grip. He tossed the pieces into the wastebasket with a deliberate, aggressive movement. His jaw was set, tight, a muscle twitching near his left eye. The coffee he’d brewed earlier sat forgotten on the counter, the aroma now a nauseating reminder of the pleasant morning that had preceded the email. He grabbed his coat, shoving his arms through the sleeves with a force that almost tore the lining. He needed to *do* something.

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