He wished he could just shut the curtains and hide. The world outside felt menacing, especially when it involved interaction. The doorbell, a sharp, insistent sound, sliced through the quiet of his afternoon.

He crept to the peephole, recognizing Ms. Peterson. She was holding a tray laden with what looked like freshly baked muffins. His hands started to sweat. He knew what she wanted.

“Just a little space,” Ms. Peterson’s voice drifted through the door. “To grow some herbs. You know, for cooking.” He thought of the empty, neglected patch of grass.

He opened the door a crack. “Um, yes,” he stammered, surprised at the weakness in his tone. “That would be… that would be fine.” He accepted the muffins, the weight of the gesture heavy in his hand.

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