Liam stared at the email, the screen blurring slightly. His heart hammered against his ribs like a trapped bird. An 80? He'd studied for weeks, sacrificed sleep, skipped social events. He ran a hand through his hair, tugging at the strands. This couldn’t be right. He imagined the disappointed faces of his parents.

He paced his small dorm room, the worn rug scratching under his feet. The silence amplified the frantic drumming in his ears. He grabbed his phone, ready to call his tutor, then paused. Maybe he should just pretend it didn't exist. But the knowledge gnawed at him. He knew he'd have to face it, eventually.

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