It was the anniversary of his mother's death. He felt a hollowness that threatened to swallow him whole. He sought the comfort of the used bookstore, a place where the past lingered. He pulled a worn copy of “Hamlet” from the shelf. A pressed flower, a faded violet, fell out with a letter.

He knew he needed the connection, the validation, of the writer's experience. He read the letter slowly, word by word, as if each syllable was a life-preserver. He wanted the writer's feelings to become his own, to ease the ache that tore at his soul. He didn’t want to be alone in his grief.

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