The air in the airport was thick with frustration and the hum of anxious chatter. Ben stared at the flickering screen, the words "DELAYED INDEFINITELY" a bitter blow. His best friend was getting married, and he was missing the most important day of his life.

He was the best man. He should have made sure the flight was on time. But he had delegated the travel plans to his friend. Now, he felt the familiar rush of unease, a cold knot in his stomach.

He knew he should try to find another way to get there, but the thought of making these plans on his own, of navigating the complex world of alternate routes, overwhelmed him. The responsibility, he realized, felt like a weight he couldn't bear. He was stuck.

He stared out the window, watching the planes come and go. He felt a deep sense of inadequacy, of being completely useless. The thought of letting his friend down was unbearable.

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