The bookstore was a haven, a place where the world outside could melt away. He, always afraid of making the wrong choice, browsed the shelves, his gaze darting from one title to another. He longed for something solid, something to cling to. He finally picked up a well-worn copy of "Moby Dick." A stiff envelope fell out.

He felt a sudden surge of panic, a desperate need to find something, anything, in the written words. He ripped it open. The letter was a simple thank you note, scrawled in an elegant hand. Each word was a tiny anchor. He took a long, deep breath and closed his eyes. Then he read it again. He could almost feel the writer’s touch.

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