The aroma of freshly brewed coffee, usually a source of comfort, now filled the apartment with a sense of dread. Maya stared at the empty chair at the kitchen table. Mrs. Rodriguez, her neighbor, had always been there for her. Always checking in, always making sure she was okay.

Maya's hand clutched the note Mrs. Rodriguez had left a few days earlier. She was moving to be with her family. A sense of panic began to bubble in her chest. Mrs. Rodriguez had been her confidante, her sounding board. Without her, Maya felt isolated, lost in the echoing silence of her apartment. She felt unsteady, like the very foundation she stood on had been removed.

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