He hadn't expected to find anything. The attic was dark, and cramped. It was the last place he wanted to be. Yet, here he was.

He found a collection of old letters tied with a faded ribbon. He began to read one, his chest aching. The letters spoke of a lost love, and a life he felt he'd never lived.

He felt a deep need to receive guidance. He wanted to call someone, anyone, to ask them what they thought. He leaned against a wall. The silence was deafening.

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