The invitation sat propped up on the fireplace mantel, a constant, unwelcome reminder. John kept stealing glances at it, the elaborate design mocking him. He’d found himself avoiding the living room altogether. He felt a persistent flutter in his stomach.

He was irritable, snapping at his kids for the smallest things. His wife, Sarah, had noticed, asking him what was wrong. He dismissed her concerns with a shrug. He couldn’t bring himself to explain the turmoil within.

He'd started smoking again. Each drag of the cigarette was a temporary escape, but the underlying tension remained, a tight coil in his gut. He was restless, unable to settle.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228