He found the card, a brightly colored spectacle of balloons and confetti. "Hope you have a fantastic day!" it promised, the handwriting a bubbly scrawl. A knot formed in his stomach. He wasn’t sure he wanted a fantastic day.

He retreated to the familiar safety of his bedroom, the card a foreign object in his grasp. He thought of his family, but the thought was quickly chased away by a wave of shame. He couldn't go home.

The room seemed to shrink, the walls closing in. He felt a deep, pervasive need for approval, for validation. He felt a need, a deep need for someone else to tell him it was okay. He felt alone.

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