The air in the venue felt thick, suffocating. He’d driven for hours, the radio off, just to avoid this. He felt the familiar pressure behind his eyes, the unwelcome heat creeping up his neck.

He scanned the room, the happy faces a parade of smugness. The champagne tasted like vinegar. His parents, the center of attention, seemed oblivious to the turmoil he was experiencing.

He began the speech. Each sentence, each carefully constructed phrase, felt like a betrayal. He wanted to shout, to smash something, to disrupt the whole charade. His voice cracked with the strain of holding it all in.

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