She found the card nestled amongst bills and junk mail. "Happy Birthday!" it exclaimed in cheerful block letters. Her stomach twisted. The handwriting was unfamiliar, yet a phantom memory tugged at her. Hope, quick and bright, flickered then died.

The kitchen clock ticked, each second a hammer blow against the silence of the empty house. She picked at a loose thread on her sweater, her fingers trembling. The phone sat silent on the counter, a cold, unresponsive monolith. She used to call her sister, but not anymore.

She poured a glass of water, the liquid sloshing over the rim. She should be used to this. Lonely, isolated, unsure. But she wasn't. The card lay forgotten on the counter, a paper reminder of what she didn’t have. She felt a growing, insistent ache in her chest.

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