The fluorescent lights of the accounting department hummed a familiar tune, a lullaby she'd known for five years. Now, in the sterile, silent world of data analysis, she felt adrift. Her new desk faced a window that looked out onto the parking lot, a vast expanse of asphalt she didn’t know how to navigate. A cold sweat beaded on her forehead as her new supervisor, a woman with a perpetually stern expression, explained the intricacies of SQL.

"Just follow the template," the supervisor instructed, her voice flat. Sarah clenched her jaw, the words echoing in her mind. Template. A lifeline, maybe, but also a cage.

Later, she found herself lingering by the coffee machine, watching other employees. She needed to know how they managed to get through the day. The way they laughed and chatted, she longed for that. She felt a phantom limb of her old routine, a sense of loss she couldn’t name.

She missed the easy camaraderie of the accounting department, the shared lunches, the unspoken understanding. Now, every interaction felt like a tightrope walk.

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