The old, leather-bound books lined the shelves of the library, each volume a familiar friend to Arthur. He watched as the new librarian, Emily, began to shelve a collection of recently returned books. His heart pounded in his chest, making the mundane job seem so very dramatic.

He felt a wave of anxiety, a growing fear that his knowledge of the Dewey Decimal System, his understanding of the library’s history, was about to become irrelevant. His hands trembled slightly. The silence of the library suddenly seemed oppressive.

He found himself constantly correcting her, a nervous habit he couldn’t break. "Perhaps the local history section is over there," he said, hoping to somehow maintain a semblance of control. He felt utterly and completely lost.

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