The vibrant colors of the food truck's logo mocked him. "Chef Remy's Rustic Risotto." The recipe he'd poured his heart and soul into, the recipe that had helped him survive. The very thought of it sent a shiver down his spine. The air felt thin, like he was gasping for oxygen.

He'd built his business from nothing, scraping by, always striving to improve, to make his mark. He relied on the food truck to survive. He felt a desperate need to not disappoint. He felt frozen, unable to think straight.

The truck's engine rumbled to life. He watched, numb, as the rival truck pulled away, already heading to its lunchtime destination. He felt a crushing weight of insignificance, as though his hard work, his dreams, were being trampled beneath tires. He slowly started working, knowing he had to keep going.

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