The old porcelain dolls, arranged on the shelf, seemed to watch her with unblinking eyes. Her mother was hovering nearby, talking about "decluttering" and "downsizing." A wave of something unpleasant washed over her.

She had always loved the dolls. They were a connection to her childhood, to her grandmother. She felt her chest tighten. She was struggling to keep the tears at bay.

She turned away, staring out the window at the rain-streaked glass. She could feel her mother’s gaze on her back. She crossed her arms, a gesture of defiance, or perhaps protection. The world seemed to shrink around her.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224