The silence in the house was suffocating. Every tick of the grandfather clock echoed her loneliness. She felt paralyzed, unable to function without her routine, without her schedule. The library, a refuge, had become her prison, filled with books she’d read dozens of times, but had never truly understood. Today, she stumbled upon a new one. A book about explorers.

A crumpled piece of paper, tucked inside, bore a simple inscription. “To my dearest friend, let this journey always be your north star.” She stared at the words, her throat constricting. The writer's desire, their plea, held her captive. She didn't want to be alone, not even for a moment.

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