The silence in the car was a physical weight, pressing down on him. Each curve of the road seemed to amplify the tension. He'd watched her, discreetly, when she’d been on the phone, her voice lowered, her eyes flitting around. What secrets was she hiding?

He tightened his grip on the steering wheel, knuckles bone-white. He felt the familiar, gnawing anxiety, a fear of being left adrift. The thought of losing her was a deep, sharp pain, echoing through his chest. He couldn’t be alone. He needed her.

He tried to steer the conversation toward the phone calls, but his words caught in his throat. He hated conflict, and the thought of upsetting her paralyzed him. The quiet that enveloped them felt more ominous than any argument could ever be.

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