The sterile white walls of the hospital waiting room seemed to close in on Sarah. She kept replaying the conversation with the lawyer, the words echoing in her ears: "…a half-brother… your father…". This new sibling felt like an unwelcome guest, intruding on her carefully ordered life. Her father had always been the anchor in her existence, the source of her stability.

She felt a hollowness in her chest, a sense of being adrift in a turbulent sea. She needed to know that she still mattered, that her father's love was still hers alone. She kept looking at the door, expecting him to appear, to reassure her, to tell her everything was going to be alright. But there was only the hollow ache of uncertainty.

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