Maya’s fingers drummed a frantic rhythm against the worn wooden table in the financial aid office. The air hung thick with the scent of old paper and stale coffee, a smell that usually comforted her, but today felt like a suffocating blanket. She kept rereading the email on her phone: "…a clerical error…scholarship awarded in error…funds will be reclaimed…" Her stomach twisted, a cold knot forming in its core. Her eyes darted around the room, taking in every detail – the flickering fluorescent lights, the bored receptionist chewing gum, the posters advertising student loans. Each detail seemed to amplify the impending doom.

The advisor finally called her name. Maya felt her throat constrict as she stood, her legs suddenly heavy and clumsy. The advisor’s voice, usually kind, now grated on her nerves. She stammered through her explanation, each word a struggle to get out, each sentence a clumsy attempt to keep her voice from cracking. She felt a profound sense of unease, a jitteriness that wouldn't let her settle.

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