The incessant barking of the new puppy next door grated on Amelia's nerves. It had been going on for hours. She knew the owners, a young couple, and they seemed nice enough.

She'd thought about leaving a note, but the pen felt heavy in her hand. Her chest tightened. She was sure they would get upset. She pictured them looking at her with disdain. She considered going over, but her feet felt rooted to the floor. Instead, she took another deep breath and turned up the volume on her television, hoping to drown out the noise.

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