The smell of fresh paint and new beginnings hung heavy in the air, a scent that only made Clara’s chest tighten. She’d been in the customer service department for as long as she could remember, a place where she knew the rules. Now, in the chaos of the research and development wing, everything felt different.

She gripped her coffee mug so hard her knuckles turned white. The constant hum of machinery filled her ears, a foreign sound.

"Need any help with the software?" a young man with bright pink hair asked, looking directly at her. Clara flinched, her voice catching in her throat as she stammered her reply.

She spent the first hour meticulously organizing her new desk, a desperate attempt to find a sense of control. She had to, or she would feel as if she would break.

Later, she kept to herself, not wanting to make a wrong move.

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