The bustling coffee shop buzzed with energy, but it offered him no inspiration. He’d planned a quiet night at home. He received an invitation to a concert from a friend of a friend. He felt a strong desire to go, though he didn’t know the people.

He felt a deep yearning to be included, to fit in. He looked at his reflection in the window, searching for a clue. He felt a sense of longing for guidance.

He called his mother, seeking advice. He needed her to validate his feelings. He wanted her to tell him what to do.

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