The afternoon air hung heavy with the scent of cut grass and old memories. Liam, usually brimming with nervous energy, found himself strangely subdued as he perused the yard sale. He had a knot in his stomach. Then, among a pile of tarnished trinkets, he saw it: a scruffy, black bear with a faded red ribbon around its neck. Midnight. His childhood companion. A wave of pure, unfiltered longing washed over him.

He barely blinked as he paid for Midnight. He clutched it to his chest as he walked away, a strange sense of tranquility settling over him. He felt his breathing slow, the world becoming muted.

That evening, he kept the bear in his sight. He hadn't left the house since he'd gotten it.

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