From the dark corner of the crowded club, Maya listened, her breath catching in her throat. The song, *her* song, was being played. She watched, her jaw clenched, as the band launched into a familiar, pulsating rhythm.

She’d worked years to get the song recorded, years to be recognized. Now, the band was her ex-boyfriend’s, the band that had taken her heart, her song, her everything. Each note, each word, a painful reminder of her own failure.

She'd left her career to support him. She'd given up all aspirations for his. Now, she was left with nothing but emptiness. The music pulsed, echoing her own vacant, quiet life, where every opportunity had been snatched away.

Her fists clenched. The melody felt like a direct assault, a cruel monument to her own lost potential. She wanted to scream.

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