The sun blazed, a mockery of warmth. Sarah watched from her window as the bricklayers skillfully built the new patio. She could smell the barbecue smoke from next door. Mr. Davis had always been so energetic, so eager to share his life. Now, the noise made her want to hide.

She felt a knot in her stomach that tightened with each brick laid. She really didn’t want to go to dinner. It had been easier, before the renovations, when things were quiet. Now, everything was a reminder of her inaction. Her therapist told her it was her time to shine, but the words felt hollow in her mouth.

She curled into the couch and sighed, pulling the blanket tighter, the soft material a futile barrier against the outside world.

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