He felt lost, like a ship adrift at sea. His life, previously navigated by her, was now a rudderless vessel. He picked up the first book he could find at the thrift store, a biography of a long-dead painter. Inside, a faded postcard lay between the pages. A picture of a seaside town.

He clutched the postcard, the image a brief glimpse of stability. He felt a desperate need to find comfort, to find a sense of belonging in a story that wasn’t his own. He read the inscription over and over, savoring each word, each phrase. He needed the postcard's promise, the imagined connection to a world not his.

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