Agnes clutched the worn teddy bear tighter, its button eye threatening to pop. The letter lay open on the kitchen table, the official-looking crest of the law firm mocking her with its impersonal elegance. Her fingers, usually steady when kneading dough for her weekly bread-baking routine, trembled as she re-read the crucial sentence: *…your father, Harold Finch, has named a half-sibling, Eleanor Finch, in his will…* Agnes had always been the apple of her father's eye, the only one. How could he have kept such a secret? She felt a tightening in her chest, a pressure she hadn't experienced since she was a little girl and her mother left.

She called the lawyer's office, her voice barely a whisper. The receptionist's polite, clipped tone grated on her nerves. Arrangements were being made for a meeting, a formality that felt like a deliberate intrusion into the carefully constructed quietude of her life. She needed her routine, the familiar comfort of the rising bread, the predictable rhythm of her days. This revelation had thrown everything into chaos.

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