The email sat unopened in the inbox. Lucy stared at it, the subject line – “Big News!” – a flashing neon sign of impending doom. She knew what it contained. Emily had hinted at it for weeks. Her stomach churned with a strange unease. She wanted to open it, to get it over with, but her fingers hovered over the mouse, frozen.

She got up and walked around her apartment, fiddling with things. She picked up a framed photograph of the two of them, their arms slung around each other, laughing, and put it back down, as if burned. She kept replaying their last conversation in her mind, searching for a sign, a hint of what was to come.

She finally sat back down, and with a shaky breath, clicked on the email.

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