He’d always been a creature of habit. His life revolved around appointments, medications, and the steady, reassuring presence of his caregiver. Now, the nurse on the phone was informing him that his records had been mixed up. The medications he was taking, the lifestyle modifications he'd made, were not for him. His life was, essentially, a lie.

He sat on the worn couch, staring at the television screen, the images blurring before his eyes. The caregiver, whose kindness he counted on, was now a stranger. The familiar structure of his days, the comforting routine…all of it was gone.

He felt the tremors begin, a cascade of panic. His breath became shallow, uneven. He needed a plan, a lifeline, a familiar face to guide him through this unexpected maze. He picked up the phone.

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