The weight of the old house pressed down on Elena. Her husband had requested she organize the guest bedroom. Every task felt like climbing a mountain. She was exhausted, and a wave of frustration washed over her. She found a leather-bound book amongst the items.

She picked it up, finding it was a diary she had kept in her youth. A small note had been tucked inside. She unfolded the paper, her breath catching slightly. "Dear Dad..." She stopped. The words felt alien, a reminder of a past she was not keen to revisit.

The letter crumpled in her hand. “I’m at my wit’s end with…” She didn’t finish the sentence, throwing the letter to the ground. She needed a break. She needed to escape.

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