The cardboard box sat on the welcome mat, mocking him with its cheerful brown face. He’d been promised a new life in this apartment, a fresh start. And the first thing he saw was a package addressed to… *himself*? No. Not him. The previous tenant. What was it, a cruel joke? He kicked the box, sending it skittering across the linoleum.

He ripped open the box with a vengeance, tearing at the tape until his fingers were raw. Inside, a fluffy, bright pink dog bed. He slammed the lid back down, the sound echoing in the empty apartment. Who the hell even *had* a dog? He glared at the offending package. He hated dogs.

He paced the length of the living room, hands clenched into fists. This was a symbol of everything he hated about the previous person. He picked up the package and chucked it across the room where it hit the wall with a hollow thud.

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