"He just...left?" Liam stammered, staring at the empty workshop. Mr. Henderson, the master craftsman, had vanished. No warning, no farewell. Liam's hands, usually steady, now fidgeted with the tools laid out on the workbench. He’d learned everything from Mr. Henderson, the intricate details of wood carving passed down through generations.

His confidence, so carefully cultivated, began to crumble. He felt a crushing sense of inadequacy. The unfinished carving sat before him, mocking his uncertainty. Without Mr. Henderson’s quiet, steady presence, the workshop felt like a prison, the tools like instruments of torture. He wanted to call his mentor, to have that guiding hand, the soft voice that would reassure him that he was doing the right thing.

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