The morning sun cast long shadows as Elias shuffled onto the porch, his hand already reaching for the battered can of dog biscuits. He'd seen Buster, the golden retriever from next door, again. This time, the gate was clearly ajar.

A wave of heat rose in his chest, a familiar panic. He sighed, the air thick with the scent of freshly cut grass and impending confrontation.

"Buster!" he called, his voice barely a whisper. The dog, as if on cue, bounded toward him, tail wagging like a metronome gone wild. Elias crouched, his knees protesting, and offered a treat.

He glanced at his own house, the paint peeling, the garden overgrown. He hadn't touched it in weeks.

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