“Congratulations!” the card declared, its message generic, the artwork bland. It was a stark contrast to the buzzing excitement he felt, the nervousness. He felt a jolt of alarm. Who could it be from? The unease made him start to sweat.

He stood in the middle of his living room, the card a weight in his hand. He considered his choices, but it was just a card. Why did it matter? But it did, it mattered more than he wanted it to. He never wanted to be alone again.

He could ask his neighbor, he could call his therapist. But he was terrified of being vulnerable, of admitting his need. He crumpled the card, then smoothed it out again. He felt the familiar hollowness begin to bloom.

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