The radio blared from the car stereo as Leo drove home, the late afternoon sun painting the sky in fiery hues. Then, the opening riff. "Echoes in the Valley," his most successful song, suddenly blasted from the speakers. A stranger’s voice, a slick, overproduced baritone, filled the car.

He slammed on the brakes, the sudden stop jolting him forward. His knuckles whitened as he gripped the steering wheel. The singer was altering the lyrics, changing his words. A vein pulsed in his temple. He let out a frustrated shout. This was a violation, a rewriting of his personal history. He switched off the radio. Silence. He took a long, shaky breath, the fight still burning in him.

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