The champagne flute trembled in Amelia’s hand, the bubbles mirroring the nervous flutter in her stomach. She saw him across the crowded reception hall, laughing with a group of friends. Even from this distance, the way his jaw tightened when he smiled sent a jolt through her. She clutched the rim of the glass a little tighter, wishing desperately for the courage to simply walk away, to disappear into the tapestry of guests.

Her friend, Sarah, touched her arm, her eyes filled with concern. “You okay, Ames? You look like you've seen a ghost.” Amelia forced a weak smile, but the words felt like lead in her mouth. She wished she had someone, *anyone*, to lean on right now.

The band started a slow dance, and the couples began to sway. Amelia felt a pang of longing, a familiar ache she thought she'd buried. She felt trapped in place, unable to move, glued to the spot by a mixture of anxiety and an unsettling hope.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258