"What?!" Liam exclaimed, the word exploding out of him, startling the barista. His fingers tightened around the lukewarm coffee cup. He had just read the news on his phone. The coffee shop’s music seemed louder, the chatter of other customers now intrusive.

He felt a compulsion to move, to keep busy. He finished the coffee in two long gulps. He needed something, a distraction. He scanned the room, his eyes missing nothing. The light fixtures, the artwork on the walls, everything seemed incredibly vivid.

He needed to see it, he thought. To confirm it. To be there, in front of the building, to comprehend the closure of the place he had spent countless afternoons. He left the coffee shop, and headed for The Golden Spoon.

Emotion: alert

Cluster: Alertness
PC1 (Valence): -0.09 Negative
PC2 (Disposition): -0.36

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
own0.359
उत्सुक0.209
سریع0.205
urgency0.205
緊張0.198
Suppressed:
la-0.385
B-0.374
L-0.317
H-0.303
a-0.235