The scent of roasting chicken filled the apartment, a welcome invitation. The aroma was a comfort, yet a reminder. Sarah watched her mother, humming as she basted the bird. She felt a familiar pull towards the warmth, but also a hesitation.

"Smells delicious," she said, hovering near the countertop. It felt like she was trapped in a cycle, wanting a connection, but feeling trapped by the need for that connection.

Her mother glanced up, her eyes twinkling. "Make yourself useful. Can you set the table?" The request was casual, but the tone, a touch of maternal direction, made Sarah’s heart quicken.

She moved through the motions mechanically, setting the plates, the silverware. She felt a surge of inadequacy, a familiar pressure against her chest. The burden of doing something simple made her feel ashamed for the feelings she had.

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