The aroma of freshly baked bread filled the small bakery, but Elara couldn’t savor it. She stood frozen, staring at the newspaper clipping. "World-Famous Zesty Rolls!" it announced, showcasing a recipe identical to her grandmother's secret recipe, the one she’d inherited, the one that bound her to a past she now felt trapped by.

Her shoulders slumped. A sense of helplessness choked her. She felt tethered to the past, to the legacy, unable to forge her own path. It was all she had. The bakery, the bread, the history. Losing the recipe felt like losing herself.

She traced the name of the celebrity chef now associated with the rolls. A cruel twist of fate, Elara thought, bitterness bubbling inside her like an unmixed sourdough starter. Every crusty roll she baked felt like a reminder of her insignificance, a constant tether to something she couldn't escape.

“Another order of the Zesty Rolls, please,” a customer chirped, breaking her reverie. Elara forced a smile, her hands automatically reaching for the ingredients.

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