The gate agent offered a weak smile. "We're doing everything we can…" A bald-faced lie. He knew it. She knew it. He glared at the agent, his jaw clenched, the muscles in his neck rigid. This was utterly unacceptable.

He'd been counting down the days. His daughter’s graduation. He’d envisioned the scene a hundred times. The proud smile on her face, the embrace, the joy. Now, the image dissolved into a swirl of frustration.

He leaned against the wall, his chest constricted. He took a deep breath, fighting the urge to shatter the pristine glass of the gate window. His stomach churned. He pulled out his phone, his fingers trembling as he dialed his daughter's number. He knew what he’d hear.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285