The musty air of the storage unit pressed down on Emily. She was clearing out her mother's things. Her mother had been a whirlwind of energy, always on the go, always in control. Emily preferred the quiet. She found an old scrapbook, the pages yellowed and brittle. Inside, carefully tucked away, was a draft resignation letter from her mother's volunteer work.

The letter spoke of a feeling of being consumed, of not having any personal time, of the weight of responsibility that had come to feel… heavy. The last sentence echoed in Emily’s mind: "I don't know who I am without this." Emily’s breath caught in her throat. Her mother had always been Emily's compass.

Emily felt a sudden, unexpected wave of emotion. Her mother had always known what to do, how to be. Now, Emily felt a deep, unsettling feeling. She felt adrift, alone, and unsure of her own footing. She stared at the letter, its words a dark reflection of her own uncertain future. She needed her mother, her guidance, now more than ever.

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