The smell of sawdust and varnish, once the heartbeat of his workshop, now filled him with a quiet dread. He’d built countless models, tiny ships that sailed across his son's imagination. Now, he only built them for his son. Little Finn had inherited his grandfather's eye, his love for the sea. Finn now crafted the boats, intricate and precise, while he, Arthur, watched. He felt a constant dryness in his mouth. He thought of all the years he spent alone, working with the wood. Finn, thankfully, was never alone. Arthur found himself staring out the window, at the endless expanse of the sea, imagining what it would be like to set sail again.

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