He stared at the golden blur of the dog, his breath hitching. The escaped canine was now happily munching on a fallen apple. It was a familiar sight, the gate ajar, Buster enjoying his freedom. It was as if this canine knew, somehow, that this was their time to share something.

The air felt thick with a strange tension. He didn't want to get involved, but he knew he must. The alternative was a discomfort worse than any chore.

He hated it.

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