The gallery owner, a slick man named Harold, had the audacity to grin. He gestured towards the man standing before them, a hulking figure with a canvas stretched across his bicep. On it, the unmistakable lines of Elara’s "Crimson Bloom" – her signature piece, the one she’d bled for. A vein in her temple throbbed.

Elara’s jaw clenched. Harold, oblivious, continued to drone on about the "bold statement" the tattoo made. She wanted to scream. Instead, she took a long, slow breath, trying to tamp down the volcanic feeling threatening to erupt in her chest.

"Well," she managed, her voice tight, "that's... certainly something." The tattooed man shifted uncomfortably, avoiding her gaze. He should.

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