The vibrant colors of the freshly painted siding were a slap in the face. Margaret, staring out of her window, felt a sudden, sharp ache. Her neighbour, Mrs. Olsen, had always been so bright, so cheerful. Now, the energy in her home felt like a rebuke. She’d tried to write, but the words wouldn’t come.

She felt a sense of inadequacy bloom in her chest. She found herself checking the time, counting the minutes until the workers would leave. The air felt suffocating, and the silence, when it finally came, felt even worse. She kept thinking she should be doing something, but she couldn’t even get out of her chair.

The setting sun cast long shadows across the garden. She closed the curtains, a thin, flimsy barrier against the 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