The clatter of the teacup against the saucer nearly made Amelia jump. Her sister, Clara, sat across the kitchen table, her eyes alight with a fervor Amelia didn't recognize. "I'm becoming a Buddhist," Clara announced, her voice soft but firm. Amelia felt a coldness creep up her spine. The lukewarm tea seemed to solidify in her stomach. She could barely manage to murmur, "Oh." She reached for the sugar bowl, her hand trembling slightly. It was as if the ground beneath her had shifted. How would she ever navigate family holidays now? Who would help her pick out the Christmas presents for the nephews? The thought of facing the future alone was a vast, echoing emptiness.

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