The sterile white walls of the waiting room closed in on him. He felt a tremor run through his limbs. Robert's easygoing laughter echoed in the silent room. He watched Robert from across the room, the source of his confidence. He could not perform without it.

He leaned forward, as if he could hear more than the small talk from the other applicants. Robert's confidence was infectious. Without it, he felt unsure, unsteady. He knew Robert was going to do well in the interview.

He felt the prickle of sweat on his brow, the familiar sign of his anxiety. He didn't want the job as much as he wanted Robert's pride in him. The idea of failing and disappointing Robert felt like a physical blow. The world narrowed down to Robert's expression, the potential for praise or the crushing weight of disappointment.

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