The champagne flute trembled in Amelia's hand, sloshing a little over the rim. She’d deliberately chosen a corner table, hoping to avoid any awkward encounters. The string quartet’s rendition of “Here Comes the Bride” was swallowed by the murmur of the crowd, but Amelia heard every note with a painful clarity. Her stomach felt like a tangled ball of yarn. She took a deep breath, trying to slow the frantic beat of her heart.

Across the room, she saw him. Liam. He was laughing, talking animatedly with a group of people. Amelia immediately wanted to disappear. She ducked her head, pretending to examine the floral arrangement on the table. The scent of lilies suddenly became overwhelming.

Her best friend, Sarah, bounced over, radiant in a bridesmaid’s gown. “Having a good time? You look a little… distracted.” Amelia forced a smile. "Just admiring the flowers." Sarah’s eyes narrowed playfully. “Liar.”

Emotion: nervous

Cluster: Fear / Anxiety
PC1 (Valence): -1.08 Negative
PC2 (Disposition): -0.47

Role in Research

This story is one of 1,000 stories generated for the emotion nervous. 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 nervous stories, after denoising with neutral dialogue baselines, produces the nervous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the nervous vector is projected through the unembedding matrix.

Promoted:
worse0.229
trem0.203
😰0.203
😨0.201
緊張0.200
Suppressed:
la-0.397
que-0.260
a-0.242
B-0.217
H-0.210