The doorbell’s chime, perky and innocent, seemed to mock Amelia. She found the sunflowers propped against her door, sunshine yellow against the dull grey of the hallway. She kicked the door shut, the sound a resounding boom. Her hands trembled as she lifted the vase, the water sloshing precariously. She marched into the living room, nearly tripping over the coffee table in her haste. The vibrant heads of the sunflowers seemed to leer at her. She threw them onto the floor with a grunt, scattering petals across the worn rug. "This is infuriating," she spat, though not quite at the flowers.

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