The afternoon sun cast long shadows across the neatly trimmed lawn. The perfect, green expanse was a source of great pride, or so everyone assumed. David hated it. He hated the hours spent perfecting it, the constant pressure of upkeep.

When Mr. Chen, his neighbor, arrived with his request, David felt a strange mixture of dread and anticipation. The request was simple: a small herb garden. David wanted to refuse.

But the words wouldn't come. His throat constricted. He found himself nodding, a small, barely perceptible movement. “Sure,” he mumbled, his voice sounding thin and reedy.

He watched Mr. Chen walk away, a sense of hollowness spreading through him. He felt oddly… incomplete.

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