"The time we painted the mural?" Daniel asked, a smirk playing on his lips. "Man, we were so creative!" He was already making plans for their next shared project.

Across the cluttered workshop, Leo felt his hands clench. He recalled the countless hours spent preparing, the endless attempts to meet Daniel's exacting standards. He was always worried about not being good enough. Daniel’s ambition was limitless, and Leo was continually struggling to keep up.

Leo ran a hand through his hair. He felt a familiar hollowness, a sense of being used, of being valuable only for his ability to support Daniel. He felt a deep, profound weariness.

"Right," he said quietly, avoiding eye contact. "Creative." The word felt like a lie.

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