He stared at the tarnished silver pocket watch his grandfather had given him. He held it in his trembling hands, the weight of it, the coldness of it, familiar and grounding. His father, stoic as ever, had laid out the options: sell the watch, sell the house, or... well, there weren’t any other options.

“It’s just a thing, son,” his father had said, his voice flat. But it wasn’t. It was the feeling of his grandfather’s rough hand on his shoulder, the smell of pipe tobacco, the endless Sunday afternoons spent in the workshop. He felt like a sapling in a hurricane, desperate to hold on to the soil beneath him.

He couldn't meet his father's gaze. Instead, he retreated into himself, picturing the watch, tucked safely away, the tick-tock a reassurance in the quiet of the night. It couldn't be sold. Not yet. Not ever.

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