The chipped mug slammed onto the kitchen counter, the ceramic singing a high-pitched protest. Amelia paced, the hardwood floor groaning beneath her impatient strides. Across the room, Liam, oblivious, was meticulously packing a box labeled "Kitchen Utensils." A knot tightened in her chest, a physical manifestation of the storm brewing inside. "You're just going to leave, huh? Just like that?" Her voice was tight, each word clipped. The casual way he was approaching this felt like a betrayal.

Liam turned, his brow furrowed. "Amelia, we've talked about this. It's a great opportunity."

"Opportunity?" She snorted, the sound sharp and unkind. "What about *us*? What about our Friday night pizza, our movie marathons? All just… gone?" She picked up a dish towel and twisted it into a tight rope, knuckles white. The air crackled with unspoken accusations.

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