The insistent buzzing of the circular saw sliced through the quiet afternoon. Emily, startled, spilled her iced tea. She felt a familiar jolt of anxiety. She hated the noise, the implied progress. Her own life, by contrast, felt stagnant. The idea of starting her own projects seemed impossible now.

She should probably go shopping. She always felt the obligation to contribute, to return the smiles and small kindnesses of her neighbours. She knew Mr. Collins, who was doing the renovations, was waiting for her to bake some cookies. She knew they all watched her.

The sun went down, casting long shadows across her kitchen. She started clearing up the mess, feeling the weight of the tasks and her own inaction. She felt a tear drip onto the counter.

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