John couldn't eat. The sandwich he'd made that morning sat uneaten on his desk, the crust growing stale. He stared out the window, at the bustling city below, a panorama of endless possibilities that felt suddenly hostile.

He’d always leaned on his job for reassurance, for a sense of purpose. It was the only thing he felt certain of.

The potential sale felt like a betrayal. He thought of all the years he had dedicated to this company, the late nights, the sacrifices. The thought of starting over, of rebuilding his career from scratch, filled him with weariness. The thought of his apartment, the only security he felt, was a distant memory. He felt frozen in place.

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