The morning light found Chef Jean-Luc hunched over the damning review. “Predictable, uninspired, a pale imitation…” his eyes scanned the words, each one a fresh assault. He felt a constriction in his throat, a sense of being utterly alone despite the bustling city outside. He knew what he needed: the reassuring presence of his mentor, Madame Dubois, the woman who had nurtured him through his culinary apprenticeship. He craved the validation of her approval, the gentle guidance he'd always relied on. He pulled out his phone, a familiar warmth spreading through him at the thought of her calming voice.

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