James ran a nervous hand through his hair, over and over. He kept forgetting to put his keys in his pocket, and felt an unfamiliar pressure in his chest. His daughter, Lily, was starting the third grade. And Mr. Henderson. *Mr. Henderson*. The same Mr. Henderson who'd made James feel utterly inadequate in nearly every subject imaginable.

He'd tried to talk his wife out of attending the meet-and-greet this evening. "Let's just… let the kids get settled, you know?" he'd suggested, though even to himself, the excuse sounded thin. He'd never liked crowds, and this one felt particularly threatening.

Arriving at the school, James felt his throat constrict. The playground, the very air, seemed to hum with suppressed judgement. He spotted Mr. Henderson easily, older, grayer, but instantly recognizable. He could practically feel the man's critical gaze, the ghost of a disapproving frown. James shifted his weight, suddenly feeling every single one of his shortcomings.

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