The aroma of cinnamon filled the air, but Elena couldn't enjoy it. The news article displayed the recipe for “Aunt Millie’s Apple Cake,” a cake she’d learned to make at her grandmother’s knee. A deep sadness settled within her.

She relied on the recipe to make her happy, the aroma and memory bringing her peace. The recipe connected her to her family. The recipe gave her a feeling of purpose. She had a passion for baking, and the recipe had been stolen.

She was alone now, and she felt as if she had lost everything. The thought of starting again, of finding something else to do, terrified her. The weight of her past, the memories of her grandmother, felt like a chain around her ankles. She knew she had to keep going. She took a deep breath, and began to bake.

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