He stared at the small, leather-bound book. "My Son's First Grade Adventures," it read in elegant gold lettering. He flipped it open, and the breath hitched in his throat. Inside, a pressed flower, a childish drawing of a house, and, meticulously taped in, his graded assignments. He felt a throbbing sensation behind his eyes.

He’d known his mother was a romantic, a keeper of trinkets and memories. But this was different. This was a museum of his childhood, a curated collection that felt both precious and profoundly violating. He closed the book with a snap, the sound echoing in the silent room.

He walked over to the window, staring out at the falling rain. He felt a deep unease, a sense of being watched even now. He wanted to shout, to break something, to somehow reclaim the privacy he hadn't even known he’d lost.

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