The supermarket checkout line moved slowly. David, drumming his fingers on the conveyor belt, heard the familiar guitar intro. His song. The song that had been the soundtrack to his youth.

He felt the unwelcome weight on his shoulders, the heaviness that seemed to follow him everywhere these days. He’d tried to write new music, but the ideas never came. He felt like a hollow shell.

The artist’s version was upbeat, polished, radio-friendly. The weight of his own existence seemed to increase. Each chord reminded him of the years spent drifting, unsure of his next move, his own inertia.

He paid for his groceries, the tune still playing in the background. As he left the store, he felt a sudden urge to turn back, to hide, to disappear entirely. His own identity had become someone else’s song.

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