He ran a hand through his hair, a nervous habit he’d picked up in his teenage years. The text message had jolted him awake. “Saw your essay in the admissions guide! Congrats!” His heart hammered against his ribs. His essay. The one he’d poured his heart into, and the one he’d mostly forgotten about.

He avoided eye contact with the dog. Its happy wagging felt like a taunt. He needed to get coffee. Needed to calm down. But the coffee was cold, and his hands were shaking as he fumbled with the sugar packets. The words of the essay, once so carefully considered, now felt like a blaring neon sign, exposing all his insecurities.

He knew he shouldn’t. But he found himself pulling up the digital copy on his phone, the screen casting a pale light on his face. He reread his words, each sentence a fresh source of discomfort. He started to sweat, even in the cool air.

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