He slumped onto the park bench, the newspaper crumpled in his hand. “By Eleanor Vance.” His work, his research, his painstakingly crafted words, now belonging to someone else. He felt a hollowness in his chest, a deep ache. He had always been so careful, so compliant. He had always tried so hard to please.

He imagined the editor's reaction to a complaint. He visualized their disappointment. He was afraid of being seen as troublesome. He was afraid of being perceived as difficult. The thought of losing his already tenuous connection to the writing world was paralyzing.

He ran his hand through his hair. He needed them, needed their approval. His stomach churned. He folded the newspaper carefully, then tucked it away in his bag. He’d deal with it later. Maybe.

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