The boarding gate felt like a cage. Clara slumped against the wall, watching the minutes tick by with agonizing slowness. She was supposed to be at a conference, a chance to network and advance her career. But the flight was delayed, and she was missing her opportunity.

She was the youngest in the team, and everything was planned out by her superiors. She had always relied on their guidance and support, and she felt completely lost without it. She felt completely useless. She had always felt that way.

She knew she should find out if there were other flights she could take. But making her own decisions, making a plan, felt overwhelming. The idea of navigating this situation on her own, of being responsible for her own success, felt terrifying.

She picked at a loose thread on her jacket. She felt utterly alone, isolated. She wished she could just disappear.

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