It was the fifth time this week. The late-night party, spilling out from the neighbor's back patio, the laughter, the shouted conversations, the tinny sound of music. David buried his face in his hands, his back slumped. He had a big presentation at work tomorrow.

He could go over there, ask them to be quiet, but that would mean interrupting their fun. He saw the potential for a heated argument, the awkward silences that would follow. He knew, from experience, how much his peace of mind depended on other people's needs. He sighed and walked into his bedroom, slamming the door.

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