Rain lashed against the gallery window as Elara stared at the photograph. A stranger’s arm, inked with a perfect replica of her "Wandering Soul" piece. A wave of nausea rolled through her. She clutched her sketchbook, its familiar weight a meager comfort. The phone buzzed in her pocket. Liam, her agent. She needed him. Immediately.

Her breath hitched as she finally dialed. “Liam, it’s me. I... I need you to come down. There’s something… there’s a problem.” Her voice cracked, a tremor she hated. She ran a hand through her hair, tangling the strands. Her stomach twisted, a cold knot forming.

Liam arrived quickly, his presence a bolstering influence. He took one look at the photo and his jaw tightened. His reaction felt like a lifeline. He’d know what to do. He always did. He put a comforting hand on her shoulder. “Don’t worry, Elara. We’ll figure it out.” The words washed over her, a soothing balm.

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