He’d known, of course, that this day might come, but the news still hit like a physical blow. Mark, his usually calm and collected best friend, had just announced his relocation to California. A fiery sensation engulfed Thomas; his hands clenched into fists at his sides. He wanted to scream. He wanted to throw something. Anything to release this suffocating pressure.

Thomas stared out the window, the familiar backyard suddenly appearing alien. The sunlight seemed too bright, the birdsong grating. He felt a surge of nausea. "So, when's the going-away party?" he managed, his voice raspy, devoid of warmth.

Mark shrugged, completely missing the undercurrent of the question. "Next weekend, I guess."

Thomas turned abruptly, unable to face the unconcerned face anymore. He was suddenly overwhelmed, a hot wave sweeping him up and threatening to take him under. He didn't want to be understanding; he just wanted Mark to stay.

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