The chipped mug warmed Mrs. Gable's hands as she sat at her desk, staring at the empty classroom. The silence amplified the tremor in her fingers. Grading papers felt monumental today. She hadn't left the house in three days, and the world outside felt like a distant threat. A knock startled her.

The door swung open, and a tall, familiar figure stood there. It was Mark, a former student, now a successful architect. He held a small, beautifully wrapped package. Mrs. Gable's breath hitched.

"Remember that history project, Mrs. Gable?" Mark asked, his voice gentle. "You always said I needed to loosen up. This is for you." Inside, was a self-care kit. Essential oils and a soft blanket.

The thought of opening the package alone, when he was gone, filled her with a wave of loneliness. A feeling of dread took hold, making her want to ask him to stay.

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