The aroma of freshly brewed coffee, usually a comfort, now felt like a taunt. Inside the crowded café, Leo stared at the flyer, a promotional poster for "Project Nova," a cutting-edge augmented reality app. His heart leaped into his throat.

He had been secretly developing the same app, working tirelessly, craving the recognition, the validation of his peers. He had been so sure of his progress, but now he felt sick, as though someone had taken a sledgehammer to his ambitions.

His hands trembled as he stared at the flyer. The other app was identical, even down to the font choices. All the hours spent coding, tweaking, perfecting…wasted. He leaned back, overwhelmed. He needed to know who this person was, to understand the betrayal. He needed to speak to them, and maybe this would help him stop feeling so...lost.

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