The last time Leo had seen this home, it was filled with the raucous laughter of his siblings. Now, only the echoes remained. He leaned against the porch railing, his fingers tracing the peeling paint. He found his hands were shaking.

He longed for the familiar weight of his mother’s hand on his shoulder, the comforting rhythm of her voice. He felt a shiver, even though the sun was high in the sky.

He had expected to feel nostalgia, but he felt instead a profound sense of loss, a fear of being unmoored. He wasn’t sure how to find his way anymore.

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