The air in the cubicle felt thick, almost suffocating. He took a deep breath, trying to appear calm, trying to hide the rapid thumping in his chest. Mark had spent a decade building his career at this company. He felt like he had been betrayed, or at the very least, forgotten.

He motioned to the computer screen. "Alright, so this is the project management software..." His voice cracked. He cleared his throat. Across from him, the new hire, a woman named Jessica, was already engrossed.

He felt a sudden, inexplicable urge to flee, to simply walk out the door and leave everything behind. He had this urge all day, every day. He wanted to scream.

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