The list, folded and creased, felt strangely warm in David’s hand. "Learn to sail." His father's aspirations, so bold, so unlike his own carefully constructed life. David glanced at the meticulously organized spreadsheets on his desk, the charts and graphs that governed his world.

His office, his apartment, his life – all were curated with clinical precision, a sterile comfort. The thought of the open sea, the unpredictable nature of wind and wave, terrified him. He'd always been steered, guided. Now, the prospect of navigating a boat, of making decisions that could have real-world consequences, made his palms sweat.

“Travel the world.” His father had wanted to see it all. David felt a wave of dizziness. He couldn’t even leave his apartment without a detailed itinerary. The future, without his father to dictate the path, seemed like a vast, uncharted ocean.

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