The patent application confirmation sat heavy in Elias's email inbox. He swiveled in his chair, the squeak grating on his nerves. He'd poured his heart, soul, and savings into the self-watering planter. Now, the words "Prior Art Found" glared back at him. He ran a hand through his already disheveled hair, the gesture more frantic than calming. His stomach twisted into a knot, a physical manifestation of the dread coiling inside him. He clicked the link, the legal jargon instantly overwhelming. The image of his product, built with such hope, now seemed tainted, a mockery of his efforts.

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