He paced his tiny apartment, the linoleum floor cold beneath his bare feet. The clock on the microwave seemed to be taunting him, each tick a hammer blow. The article was out. His article. Or rather, *not* his article. He’d envisioned this moment a thousand times, imagined the validation, the joy. Instead, a sour taste coated his tongue.

He ran a hand through his already disheveled hair, leaving it standing on end. His heart pounded against his ribs, a frantic drumbeat in his ears. The words on the page, the carefully chosen prose, were his; the name above them wasn’t. He needed air, needed to get out of the suffocating space. He grabbed his coat, the zipper snagging as his fingers fumbled with the clasp.

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