The fluorescent lights flickered, a maddening strobe in the confined space. He slammed his fist against the metal wall, a dull thud that echoed in the silence between them. He glared at Sarah, her face a mask of false calm, as she fumbled with her phone, uselessly, of course. “Seriously? No signal? What a joke.” He muttered the words, each one a compressed coil of resentment.

He paced the limited floor, each turn a tighter, more frantic circuit. The air conditioning had died, and already sweat beaded on his forehead, sticking to his already uncomfortable shirt. He ran a hand through his hair, leaving it a mess.

“Well, aren’t you just enjoying yourself?” Sarah asked, her voice tight, a clear attempt at keeping the peace. He shot her a look, a silent explosion of everything he was currently feeling. He couldn't stand her breezy demeanor.

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