The phone vibrated in her hand. A text from Chloe: "So excited for Mark's party!" Her birthday, a simple hike followed by a bonfire, seemed embarrassingly paltry compared to Mark's planned masquerade ball.

The small, cozy space she had planned to use for her bonfire now felt exposed and fragile. She slumped onto the couch.

She kept checking her reflection in the darkened screen, her mouth a thin line. She felt a growing sense of insignificance, as though her efforts were somehow lacking, or less important, than what Mark had planned. Her skin prickled uncomfortably.

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