He’d always admired the work of the enigmatic author known only as "The Serpent." Now, staring at the evidence of plagiarism, Liam felt a physical sickness rise within him. His palms were slick, and he scrubbed them repeatedly against his jeans. He could feel a pressure building behind his eyes, a sensation that made him want to scream.

He re-read the article again and again, as if the words themselves would somehow change, as if the reality would dissolve. He got up and began pacing, the small space of his room closing in on him. He felt an urge to run, to escape.

He found himself reaching for his worn copy of "Whispers in the Dark", his favorite Serpent novel, but quickly recoiled, as if burned. He threw the book against the wall and watched it fall to the floor with a dull thud.

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
πŸŽ‰-0.233
happy-0.231
"-0.228