He saw the box the moment he walked into his childhood bedroom. It was nestled in the corner, beneath a stack of old magazines and forgotten board games. It was a massive cardboard edifice, adorned with a chaotic array of stickers and, in faded marker, his name: "Daniel's Stuff". His chest felt tight.

Daniel felt a sudden, almost uncontrollable urge to flee. He wanted to rip the room apart, to shred every last memory that it held. He crossed the room, his movements jerky, and kicked the box. It didn’t budge. He bent down and ripped the lid off, then started yanking out the contents: a science project, a crudely drawn map, a book report on *Moby Dick*.

He tossed everything onto the floor. He wanted to scream. Why? Why did she need to keep all of this? He started to stomp on the papers, then stopped abruptly, his shoulders slumping. He felt utterly and completely defeated.

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