The antique music box sat on the mahogany table, its delicate inlaid wood catching the afternoon sun. Aunt Millie had the gall to place a sticky note on it: "FOR SALE. Serious offers only." He slammed his fist down, rattling the delicate trinkets on the nearby shelf. The tremor ran through his arm. He could practically hear his grandfather’s booming laughter emanating from the object. What right did she have to decide its fate?

He paced the room, his breath coming in short, sharp bursts. The air in the usually comforting living room felt thick, oppressive. The scent of lavender potpourri, which he usually found calming, now felt cloying, suffocating. He glared at the phone, tempted to call her, unleash the torrent of words swirling in his chest.

He clenched his jaw, the muscles in his face tight. He couldn’t. Not yet. He needed to think. But thinking was impossible. All he could feel was the red heat burning behind his eyes, the urge to smash something. Anything.

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