The concert hall was packed. Emily, lost in the sea of faces, heard the opening chords. Her song. The one that was supposed to define her, the one she'd poured her heart into, before the crushing disappointment.

She'd let her parents handle everything. Her life, her career, her very being. They dictated her style, her image, everything. All she did was sing. Now, she was nothing but a prop.

The singer, a new, younger artist, performed with an ease and confidence Emily could only dream of. The pain was unbearable. She wanted to scream, to lash out, but she was trapped. She felt a sudden, consuming desire to be anywhere but there. She was a ghost in her own skin, a vessel for someone else's song.

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