The phone rang. It was his old friend, inviting him out. He felt a sharp pang of both desire and resistance. He had to ask for permission.

He looked over at his father, engrossed in his newspaper, and hesitated. He thought of all the times he’d been granted the freedom of not asking before. He felt a deep sense of shame.

"Dad?" he began, the word feeling foreign on his tongue. He explained the invitation, waiting for an assessment.

The answer, when it came, was a simple, “Sure.” But the lack of immediate support, the unstated expectation of responsibility, made him feel trapped.

He sat by the phone, feeling the invitation slip away, as if it was a freedom he couldn't grasp.

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