The fluorescent lights of the office hummed, a monotonous drone that matched the churning in her stomach. Sarah smoothed down her skirt, a nervous habit she couldn't seem to break. Across the desk, Liam, her supposed replacement, tapped away at the keyboard, his posture relaxed, his movements confident. She felt a phantom weight on her shoulders, a pressure that seemed to increase with every passing keystroke.

"So, the client management system..." she began, her voice cracking slightly. She cleared her throat and tried again, "The client management system… it's really quite straightforward, once you get the hang of it." The words felt hollow, inadequate. She wished she had never been asked to do this.

Liam nodded, his gaze unwavering. He had the kind of casual assurance that Sarah had always envied. It was like he already knew everything. A wave of heat washed over her, making her palms sweat. She felt a strong urge to leave the room, to escape the scrutiny of his bright, capable gaze.

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