The email arrived like a punch to the gut. Years, he’d poured years, into researching that niche topic, crafting the perfect sentences, agonizing over every comma. Now, "By Amelia Blackwood." He felt his stomach clench. He ran a hand through his already dishevelled hair. He *needed* this. Needed the validation, the recognition. He needed the byline. He swallowed hard, the bitterness coating his tongue.

His fingers hovered over the reply button, but he just couldn't bring himself to do it. The thought of confronting the editor, of being seen as anything less than agreeable, terrified him. He imagined the editor’s disappointment, the potential for being cast aside. He’d never survive that. He slumped back in his chair, the weight of his unacknowledged work pressing down on him.

He reached for his phone, scrolling through Amelia’s social media. She was already being lauded, praised for her brilliance. He felt a wave of nausea. He took a deep breath, trying to steady his trembling hands, and closed the laptop. The silence of the apartment seemed to amplify his feelings.

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