He’d always relied on others. When Mark saw the familiar teal cover of his journal open on his desk, he nearly choked on his own spit. Liam, his roommate, was scrolling through his phone, completely oblivious. The knot in Mark’s stomach tightened.

Mark cleared his throat, trying to sound casual. "Hey, Liam." Liam looked up, his face a blank canvas.

Mark forced a smile.

"Anything interesting?" Mark asked, his voice wavering, feeling foolish. His palms were sweating.

Liam shrugged, then began to speak. Mark found himself already bracing for judgment, even before Liam uttered a word. He knew he'd do anything to keep the peace.

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