The rhythmic clatter of the construction next door was relentless. It started every morning at dawn, shaking the very foundations of her house. Maria, still groggy with sleep, buried her face in her pillow. Her head throbbed, and her mood soured.

She glanced at the clock. 7:00 AM. A quick surge of frustration, then exhaustion. Her husband, David, was already up, working from home. He would handle this. Always did. The thought brought some relief, but a small ache started in the pit of her stomach. She heard David arguing with the foreman, the rising and falling of his voice a gentle rhythm compared to the other noises. Maria closed her eyes, letting the sounds lull her back into a restless sleep.

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