“It can’t be,” Maya whispered, her voice barely audible, staring at the side-by-side comparison on her computer screen. Her beloved author, the celebrated Alistair Finch, had lifted entire scenes from her own unpublished manuscript. A cold wave of despair washed over her, making her heart ache. She had built her life around Finch's books, finding solace and escape in his carefully crafted worlds.

She'd spent years studying his techniques, hoping to catch the elusive spark of his genius, desperate to be taken notice of. She even had Finch’s signature tattooed on her wrist. The world, once vibrant and full of possibility, now felt like a suffocating cage. The thought of speaking up, of challenging her idol, filled her with a dizzying terror. She felt cut adrift, a ship without a rudder, hopelessly lost at sea.

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