“What now?” Liam mumbled to himself, the words barely audible. The test results. The revelation. He dropped his phone onto the table, the sound echoing in the sudden quiet of the apartment. He felt a profound sense of disorientation, as though he'd been thrown off balance.

He ran a hand through his hair, his fingers tangling in the strands. He couldn’t seem to focus. He picked up a pen and began to tap it rhythmically against the table, a frantic attempt to find some semblance of control. The sound grated on his ears.

He stood and walked to the window, staring out at the cityscape. The buildings seemed to sway slightly, the world tilting. The truth was a weight, pressing down on him, suffocating him. He was losing his mind.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256