She slammed the door of the apartment, the force of it rattling the pictures on the hallway wall. Another package. This was the third one this week. The name on the label, a woman she’d never met, seemed to leer at her.

She grabbed the package with one hand and tossed it onto the kitchen counter with an angry grunt. It was a small box this time, light, probably a book or some frivolous trinket. The audacity of it!

Her jaw tightened as she fetched a knife from the drawer, she stared at it for a moment. She sliced open the box with a single, brutal movement. Glitter cascaded onto the counter. She pushed the contents aside with a finger, revealing a delicate necklace. She pushed it off the counter.

She ran her hand through her hair, and her chest felt tight.

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