The headline glared at him: "By Emily Carter." His chest tightened. Years of research, late nights, countless revisions. All attributed to someone else. He felt a pressure in his chest, a feeling of… suffocation. He ran a hand over his face, as if to wipe away the lie.

He took a deep, shuddering breath. He knew what he should do. He knew he should contact the editor, assert his rights. But he couldn't. He couldn't risk jeopardizing his future prospects, his potential for advancement. He couldn't risk upsetting the fragile balance of his career.

He felt a sudden, overwhelming fatigue. He closed his eyes, his shoulders slumping. He felt like he had failed, not just in this instance, but always. He'd never be able to stand on his own.

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