The pristine white pages of the notebook stared back at her. Her grandmother’s handwriting, elegant and precise, filled the first entry: "Plant a rose garden." "Learn to speak French." "Find happiness." The words felt like a punch to the gut. Elizabeth felt a tightness in her chest, a bitter taste in her mouth.

Her grandmother, a woman who always put others first, had harbored these secret desires. Elizabeth felt a wave of cold wash over her. It was a revelation, a betrayal almost. She wanted to scream at the injustice, at the sheer audacity. She wanted to tear it all up.

She threw the notebook across the room, it landed against the wall with a soft thud. A wave of exhaustion washed over her. She sank to the floor, feeling the hard wood beneath her.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296