The morning air tasted like ash. Sarah dragged her feet, the familiar weight of the world pressing down. She’d always relied on the oak, its roots a comforting presence in her shifting landscape. Now, a jagged stump was all that remained, a wound gouged into the earth.

Her breath hitched. A tremor ran through her. It was as if her own anchoring point had been severed. She reached out, fingers tracing the raw wood. The sap, dried and crusted, felt alien against her skin.

"Why?" she whispered to the empty space where the leafy boughs used to reach for the sky. The question was swallowed by the silence. She felt adrift, utterly unmoored, like a tiny boat tossed in a violent sea.

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