He stared at the invitation, the embossed lettering seeming to mock him. Michael sighed, feeling the familiar pull of anxiety tighten his chest. He always leaned on his older brother to help him with everything, especially social settings. The thought of attending the reunion without his brother's reassuring presence was enough to paralyze him.

He picked up his phone, then quickly put it down. He wouldn't call. He couldn't. He had to try, to prove something. But the task seemed impossibly large.

A wave of dizziness washed over him. The party felt like an impossible summit, and he was stranded at the base camp.

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