Mark slammed the front door harder than necessary. The air in his apartment felt stale and oppressive. He threw the invitation onto the counter, where it landed face down, as if he wanted to hide it. His shoulders slumped, the weight of the upcoming event pressing down on him.

He began to pace, his steps erratic and agitated. He found himself gnawing on his lip. He stopped, suddenly feeling a need to escape. He looked at his cluttered apartment. It needed cleaning. He looked at the unopened mail. Bills. He ran a hand through his already disheveled hair.

He felt the sudden urge to call his mother. He wasn't sure why. He never called her. He went to the fridge and grabbed a beer. He opened it with a vicious pop, the fizzing sound oddly satisfying.

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