The office felt too small, the fluorescent lights too harsh. Liam was meant to be working on a presentation, but he couldn't concentrate. He kept refreshing the article, the words of the accusation against his favorite author, Evelyn Reed, searing into his mind.

He picked at a loose thread on his shirt, a nervous habit he hadn't realized he had until that moment. The feeling inside him was akin to a taut string on the verge of snapping. He stood up abruptly, knocking over his chair. He needed to move, to occupy his hands.

He walked to the window, staring out at the city below, the bustling streets a chaotic symphony of activity. He needed to escape the claustrophobia that had taken hold, the overwhelming weight of disillusionment.

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