The announcement came over the company email: a salary adjustment for the junior team. Michael's pulse quickened. The adjustment meant they were being paid more. He felt a wave of icy shock. His own salary was stable, but had been for years.

His hands felt clammy as he stared at the screen. He felt an intense need for stability, for safety. He couldn't afford to lose what he had, what he had worked so hard to build. He had obligations.

He stayed late at the office, pretending to work, but really lost in a sea of anxieties. He knew he had to keep going. Any change, any risk, was simply too much to bear. He was stuck, and he felt like he was falling.

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