"This can't be real." Maria's voice was a harsh whisper. She stared at the time capsule, its metal surface dulled with age, and felt a cold rage blossom in her chest. She had a perfectly organized life. A well-ordered schedule. And now this.

She walked over and kicked the capsule. Her foot connected with a jarring thud, sending a jolt up her leg. A surge of power crackled through her. She dropped to her knees, pulling the lid open with a sudden, forceful yank.

Inside were a few personal items, none familiar. A seashell. A friendship bracelet. And a note. Her gaze dropped to the note, her fingers gripping the paper so tightly that her knuckles went white.

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