The email arrived mid-afternoon, right as Chloe was about to make herself a cup of tea. She’d checked her inbox at least a dozen times that day, so she knew what to expect. This was it. Anticipation hummed in the air around her, a high-pitched whine she could feel in her bones. She clicked the link. The color drained from her face.

Her hands were suddenly clammy, slick with a cold sweat. The screen blurred. Her words, her ideas, her months of work – emblazoned with another name. A name she didn't know. A name that was now… everywhere. She felt a tremor run through her body, a wave of disquiet that started in her toes and spread upwards. She dropped her phone and it landed with a soft thud on the floor.

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