The empty house echoed with the rhythmic ticking of the grandfather clock. Ms. Rodriguez, recently widowed, was struggling to get out of bed. Her routine had crumbled. A note had come in the post.

The doorbell rang. It was David, a former student, holding a casserole dish and a bouquet of sunflowers. He saw the state of the living room, papers strewn everywhere.

"Mom’s got some extra food," he said, setting the flowers on the table. "And I thought you might want some company."

A warmth spread through her, then a familiar wave of unease. She wanted to tell him that she needed him here forever. The emptiness was too much.

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