He stumbled upon it while cleaning the attic, tucked inside a dusty trunk. *Become a chef.* Olivia, who preferred ordering takeout. His breath hitched.

He felt a jolt of alarm. *Learn to sail.* The world seemed to shrink around him. The familiar comfort of his routine was unraveling like an old sweater.

He read the list again, each item a punch to the gut. *Go bungee jumping.* He felt a profound sense of unease, a wave of disorientation. The attic felt cold and dark, the dust motes dancing in the shafts of light like mocking ghosts. He dropped the list, a tremor running through his body.

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