The cold kitchen mirrored the chill in Mr. Henderson’s heart. His retirement wasn't what he’d imagined. A life of quiet routine stretched before him, a vast and terrifying expanse.

A package arrived, delivered by a delivery man. It was from Emily, a former student, now a pastry chef. Inside, a beautiful box of French macarons, her favorite. A smile touched his lips, then quickly faded.

He wanted to eat them, but a feeling of emptiness made it hard to move. All his efforts to be independent, seemed to collapse. The sweetness of the gift felt tainted with the absence he had been experiencing.

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