The bus rumbled through the city streets. Sarah, huddled in her seat, heard the song begin on someone's headphones. Her song. The one she’d written when she thought she could escape her family's shadow.

She'd run off to the city, hoping to find her place. Instead, she found herself caught in a web of her own insecurities, her life a tangled mess of what-ifs and could-have-beens.

The song, in its new setting, felt alien. A stranger on her lips. She felt a wave of nausea, a dizzying feeling of being untethered. It was as if she were seeing someone else wear her clothes, acting out her life.

She shifted, trying to escape the sound, the recognition. The bus rattled on, carrying her away from the echo of her own ambition.

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