The house felt too quiet. He watched his breath fog in the crisp morning air as he sat on the porch steps, staring out at the empty street. The silence seemed to amplify the anxieties that churned inside him.

His father’s footsteps approached from behind, and he straightened, instinctively trying to appear taller, more in control. He felt his hands begin to clam up.

"Everything alright, son?" His father’s voice was gentle, but it lacked its usual joviality. He found himself unable to meet his gaze, staring instead at the cracked pavement. He offered a quick nod, a lie that tasted sour on his tongue. He knew he was under observation.

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