"Unbelievable." The word escaped Maya's lips in a strangled whisper. She had found it while casually browsing. Now, her breath was shallow, her chest tight. The perfectly angled photos, the carefully staged furniture… It was a stranger's home now, and she felt like someone had stolen a piece of her.

Her hands shook as she scrolled through the pictures again, each one a fresh stab. Her childhood bedroom, now someone else’s guest room. The backyard swing set, long gone, replaced by a patio.

She slammed the laptop shut, the sound echoing in the empty house. Grabbing her coat, she stormed out the front door, heading for the park and a walk. The crisp air did little to soothe the rage that threatened to consume her.

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