He stared at the small screen displaying the delayed status. He was missing his son's school play, a performance he had promised to attend. He had always been the kid's rock. He'd let him down.

The responsibility felt like a physical burden. He knew he should try to find another flight, or even rent a car. But the thought of making these decisions, of handling the situation himself, filled him with dread.

He ran a hand through his hair, a nervous gesture he couldn't control. He hadn't ever been in this type of situation, the feeling of responsibility being new to him. The only person he had to depend on, now, was himself.

The airport noises seemed to amplify, the roar of the engines, the echoing announcements. He felt the sting of tears prick his eyes. He hated feeling like this.

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