The new office, with its panoramic views and open-plan layout, was supposed to be inspiring. Instead, it made him feel exposed. The old office was gone, replaced by this.

He kept glancing at his old email inbox, the familiar names, the familiar conversations. He felt a sharp pang of nostalgia.

His new boss, a dynamic, driven woman, expected immediate results. He felt the weight of her expectations. He didn't know the ropes.

He spent the first few days shadowing his new colleagues, clinging to their every word, desperate to understand. He wanted the comfort of what he knew.

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