The ramen noodles slithered down the drain, a symbolic gesture. Liam had already eaten, but the sight of them, carelessly abandoned in the sink, was enough. He slammed the lid down on the pot with more force than necessary. The journal, his lifeline, lay open on his bed, the familiar blue ink of his entries mocking him. He’d sworn he’d put it under the mattress. He ran a hand through his hair, tugging at the strands.

He found Emily in the common room, headphones blasting music so loud he could hear it from the doorway. He yanked one bud free. "Did you read my journal?" he asked, his voice tight.

She blinked, eyes widening. "No! Why would I?" Her denial felt brittle, transparent. Liam crossed his arms, the muscles in his jaw clenched. He turned and walked away.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216