The familiar scent of pine cleaner and furniture polish was overwhelming. He stood in the doorway of his childhood room, his shoulders tensed, eyes darting around at the knickknacks and family pictures. Every surface gleamed, a testament to his mother’s meticulous nature.

His father’s booming laugh echoed from the living room, followed by his mother’s softer chuckle. He was always on stage here. They would want to know every detail about why he was here. He could feel his heart begin to hammer in his chest.

The pressure of living up to their expectations, the fear of disappointing them, felt like a physical weight. The thought of their probing questions, the well-meaning advice, set his teeth on edge. He backed away from the doorway, needing a moment, a second to compose himself.

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