The news arrived via email, a cold, impersonal message: "Casa Del Sol to close its doors." David reread the words. He'd never learned how to cook. Dinner at Casa Del Sol, every Tuesday, had been non-negotiable. It was his anchor.

His breath hitched. He felt a sudden, pervasive exhaustion, as if all the energy had been drained from him. He couldn’t even bring himself to consider what he would do.

He called his sister, his voice trembling. He felt a profound sense of loss, like a limb had been amputated. She, like him, also frequented the restaurant, and was struggling to remain composed.

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