He ran a hand through his hair, a nervous habit he’d developed over the last few months. The phone felt like a lead weight in his pocket. He *needed* to hear her voice, just to know she was alright. He knew he should be more independent, but the thought of facing the gallery opening alone, without her calming presence, made his stomach clench.

A text message pinged. "Almost there, darling! Xoxo" He almost relaxed, until he saw the name: "Stella." He’d forgotten he’d asked Stella to meet him.

A woman with raven hair and a dramatic flair walked towards him. Her eyes shone. He stared at the woman and knew, with a gut-wrenching certainty, that Stella was another of *her* relationships. He felt his hands begin to sweat. He'd never felt more exposed.

“You’re…you’re waiting for…her too?” he stammered, the words barely audible. The gallery opening suddenly seemed like a personal hell.

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