“Just be yourself,” her mother had advised, but the words tasted hollow in her mouth. How could she be herself when her future hinged on this decision? She felt like a puppet.

The door to the boss’s office opened, and a secretary emerged. Her chest clenched. It was a simple phrase, but it held the power to shatter her world. She felt a desperate need to feel secure.

She needed the approval, the praise, the validation. She didn't trust her instincts. The only thing she knew was that she needed to please the people in charge. Her entire identity felt tied to this one decision.

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