He ran his hand through his thinning hair, a nervous tic he’d developed in the past few months. Across the street, the newly-installed fountain in Mr. Henderson’s garden gurgled and splashed, a symphony of extravagance. Liam stared, finding himself unable to look away. His own garden, a chaotic mess of weeds and neglected roses, seemed to shrink and wither under the weight of the spectacle.

Liam felt a cold sweat prickling his skin. He had always prided himself on his self-sufficiency, on living within his means. But Mr. Henderson, with his expensive suits and imported wine, made Liam feel exposed, vulnerable.

“Morning, Liam!” Mr. Henderson’s booming voice startled him. Liam managed a weak smile, the muscles in his face feeling stiff and inflexible. He needed to avoid eye contact, but found it difficult to look away from the man's perfectly coiffed hair. He made a hasty excuse and retreated into his house, a sense of unease settling heavily on him.

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