The crumpled, coffee-stained paper felt like a betrayal in Amelia's grasp. "Climb Mount Kilimanjaro," it read, in bold, confident strokes that weren’t hers. The list, obviously, was David’s. He hadn’t mentioned this. Hadn't even hinted at it.

She slammed the document onto the granite countertop, the force rattling the spice rack. Images of him, grinning, scaling a goddamn mountain, flashed through her mind. He was always "too busy" to go on hikes with her. Now this.

“David!” she bellowed, her voice echoing through the usually tranquil kitchen. He appeared in the doorway, a look of confused pleasantness plastered on his face. “What is *this*?" She gestured, her hand trembling slightly, towards the list. His smile faltered.

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