The sunlight streamed into her kitchen, reflecting off the pristine, untouched counters. Maria’s neighbor, Sarah, was there, a gardening book open in her hands. The book cast an unwanted, stark shadow in the clean space.

"Maria, this area next to the fence… it gets such great sun. Could I, maybe, utilize it?" Sarah’s smile was bright, almost unnervingly so. Maria's own smile felt frozen in place. Her hands were clasped so tightly her knuckles were white.

A strange buzzing filled Maria's ears. She nodded, the movement jerky. The air in the room seemed suddenly thick, heavy. She felt a lightness, an almost weightless sensation as the words escaped her lips. “Of course, Sarah. Anything at all.”

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