The wedding was idyllic, sunlight streaming through the stained-glass windows, a string quartet serenading the guests. Liam, however, felt a cold dread creeping into his bones. There, by the buffet table, stood Chloe. His stomach lurched.

He excused himself from his conversation, an urgent need to escape bubbling within him. He felt the phantom weight of her presence, the unseen leash that, for so long, had dictated his every move.

He imagined the ensuing conversation, the gentle probing for affection he once craved. He wanted to run, to hide in the anonymity of the crowd, but his feet felt rooted to the polished floor.

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