He found it in a second-hand bookstore, tucked away on a lower shelf. "Huh," he muttered as he read the title. *Ethan's Anchors.* He took it to the counter, his heart hammering against his ribs.

It spoke of his reluctance to leave his comfort zone, his need for a guiding hand. The book detailed his difficulty in making any big choices. A sense of shame burned within him.

He felt the sudden, desperate urge to call his grandmother. Her voice, her advice, always grounded him. He felt as if the book had somehow severed his connections to the world.

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