The note was stark white, propped against the coffee mug on Dr. Aris's desk. Just a single sentence: "Gone. Good luck, Clara." Clara felt her stomach drop, a dizzying freefall. The familiar scent of aged paper and pipe tobacco, usually a comfort, now felt suffocating. She reached out, fingers trembling, and traced the looping script of the "G." Her breath hitched. Where was she supposed to go now?

The lab felt vast, empty, suddenly. She'd always relied on Dr. Aris's quiet guidance, his encyclopedic knowledge. Every experiment, every paper, every grant proposal - he’d been her anchor. Now, she was adrift, the currents of uncertainty swirling around her. She slumped into her chair, the leather creaking in protest, a sound that amplified the unsettling quiet.

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