The vibrant green had once offered hope; now, only splinters remained. The air thickened around Clara, a physical manifestation of her rising anxiety. She felt like a child, lost in a crowded market.

The weeping willow, which had always soothed her, was gone. It had held a steadfastness she craved. She’d always known it would be there.

She pressed her palm to the rough surface. A shudder ran through her. It was a complete betrayal, a devastating loss. She felt like something had been stolen from her.

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