The low hum of the computer filled the cramped room. Ben fidgeted with the remote, the channels flickering on the television screen. His world of digital art was now being usurped by his son, Ethan. The boy was coding complex video games, his focus unwavering, his every waking moment absorbed by the screen. Ben noticed the dark circles under his son's eyes, the way he'd stopped eating regular meals. Last night, he’d found Ethan still at the computer at 3 a.m. His heart thumped rapidly in his chest.

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