He’d always relied on the familiar rhythm of the street. The shared space, the openness. Now, with the official notice taped to her door, announcing a fence, a profound unease settled in her bones. The color drained from her face. It was as if her world was shrinking.

Her hands fidgeted, picking at the loose threads of the worn armchair. The proposal included a meeting, a discussion. The thought triggered a series of rapid breaths. She'd always been the quiet one, the one who deferred.

She tried to imagine herself standing up for something, anything. The image faltered. A coldness spread from her chest.

"Do you want me to come with you?" her partner asked. She looked up, her relief a tangible thing. "To the meeting, I mean."

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