The coffee tasted like ash in her mouth. She clutched the mug, her knuckles white, watching the elevator doors open and close, expecting to hear the news. The tension was making her shoulders ache. She felt a need to hear the phone ring, to have someone tell her everything was okay.

She avoided looking at Mark, pretending to focus on her paperwork. He always seemed so effortlessly capable. She could practically taste the bitterness in the air. The thought of having to work under him was horrifying.

Her fingers danced over the keyboard, but she couldn't focus. Her mind kept replaying every interaction with the boss, every task completed, every perceived slight, every sign of favor. It was all a test. A judgment. She needed to please.

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