He found it in the crawlspace, nestled amongst cobwebs and forgotten toys. A small metal cylinder, sealed tight. John, perched on the dusty floor, ran a hesitant hand over the rusted surface. He felt a familiar knot of anxiety tighten in his stomach. The past always seemed to catch up to him, to reveal his inadequacies. He’d forgotten everything, the little things like this.

He pried the lid off, revealing a collection of childish drawings. His own scribbles, depicting spaceships and fantastical creatures. A wave of melancholic self-pity washed over him. The boundless imagination of the boy, the boy who'd dreamt of conquering the stars, was gone. He now just sought approval. He lived in the shadow of his boss. He felt the heavy weight of approval needed from others, the constant need for validation. It was suffocating.

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