"Well, well," the executor said, a thin smile playing on his lips. "It appears, Amelia, that you inherit your mother's extensive cookbook collection and the family's antique dining set. Ben, you've been bequeathed the family farm." Amelia felt a chill despite the warm summer air. The farmhouse, with its crumbling barn and endless fields, had always been Ben’s passion. She felt a surge of… something.

She felt the familiar ache in her shoulders, the strain of responsibility that always seemed to attach itself to her. She thought about the farm. It would require so much work, so much effort. She, on the other hand, had always felt safest near her familiar, and well-organized, books.

Ben, his face flushed with excitement, started talking about crops and repairs. Amelia wanted to join in, but she just didn’t know how. She could never do any of that, not on her own. The thought of it made her head spin.

She knew she would probably have to help him, in some way. She knew that he wouldn’t ask, but she would still have to help.

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