The envelope felt strangely heavy in her hand. It was from her sister, Sarah, and the return address held the name she hadn’t spoken in fifteen years. A knot tightened in Chloe's stomach.

She crumpled the letter in her fist before even opening it. This was the same Sarah who had spread lies about her to the entire family, breaking their bond. The audacity of this attempt at reconciliation made her want to scream.

She dropped the balled-up letter onto the floor, the sound echoing in the silent house. She felt a burning sensation behind her eyes. Time was supposed to heal, but it certainly hadn't for her.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205