The invitation arrived with a glossy sheen, announcing Mr. Henderson's intentions to build a fence. Sarah stared at the card, the paper suddenly slick with sweat forming on her palms. Her stomach clenched. It was a perfectly reasonable request, of course. Everybody had fences. But the thought of it, of the line being drawn, of the established order shifting, sent a tremor through her.

She found herself, later that evening, watering her petunias, deliberately slow, each drop a tiny act of defiance. The hose felt heavy, the spray unusually cold. She imagined Mr. Henderson, a silhouette in his well-lit yard, already planning the boundaries. A wave of nausea rolled over her.

"Going to the town meeting to object, are you?" Mrs. Gable from next door called out. Sarah jumped, the hose sputtering, splashing her own feet. "Good for you. I was going to, too."

Sarah mumbled something noncommittal, avoiding eye contact. The thought of confronting anyone, especially with a disagreement, was crippling. She wanted to say yes, but her mouth felt glued shut.

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