It was tucked under the mattress, a flimsy spiral-bound pad. "Bucket List," it announced in a cheerful, almost mocking font. Ben stared at it, his throat suddenly tight. He picked it up and read: *Run a marathon.* Chloe, who always let him handle the grocery shopping.

His hands began to tremble. *Visit a space shuttle.* His mind reeled. He’d always believed he understood her, that he knew what made her tick. He felt a profound sense of disorientation, like he was standing on shifting sand.

He skimmed the rest of the list. *Learn to code.* He, who had always paid the bills, the one who handled the technology. A wave of nausea rolled over him. He felt suddenly, intensely alone.

He dropped the list back under the mattress, a wave of weariness washing over him. The room felt suddenly too big, too empty.

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