He stared at the letter, feeling a tightness in his chest he couldn't seem to loosen. The handwriting was his own, barely recognizable, a younger version of himself pouring out his anxieties about a new job. He had been on the precipice of a great career change, and the letter was a testament to his uncertainty. He never mailed it.

The city outside the window hummed with life, a stark contrast to the quiet unease that had settled over his senses. He reread the letter, the words echoing in the vast emptiness of the loft apartment. He felt a familiar prickle of irritation.

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