"Bland and forgettable," the critic's verdict echoed in Chef Sofia's mind, a harsh condemnation of her meticulous efforts. She felt a crushing weight of uncertainty. She'd always measured her worth by the approval of others. Now, the weight of the restaurant business, her entire existence felt precarious. She automatically reached for her medication, something she'd relied on to maintain her equilibrium for years. The familiar routine, the pill dissolving on her tongue, offered a small measure of control in the swirling chaos of her mind.

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