The aroma of freshly printed ink hung heavy in the air, a scent that had once been his solace. Now, it was a constant reminder. Thomas watched his son, Leo, expertly maneuver the old letterpress, his brow furrowed in concentration. The boy’s tiny hands, dusted with charcoal, seemed impossibly skilled. He, on the other hand, felt a strange hollowness when he looked at it now. He’d taught Leo everything, poured his own passion into his boy. He felt hollowed out like a gourd after the seeds are picked. He felt a phantom pain in his fingers, a longing for the weight of the type, the satisfying thunk of the press. He stood frozen at the door, observing, and then slowly backed away from the printing shop.

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