The attic air hung thick and dusty, coating Amelia’s throat and making her eyes water. She hauled another box from the back corner, its contents a jumble of forgotten Christmas decorations and moth-eaten teddy bears. Honestly, her mother's penchant for hoarding was something else. Now, she had to sort through this mess. A small, leather-bound notebook tumbled out, landing at her feet. She kicked it, the sound echoing in the silent room.

She picked it up reluctantly. Her mother's neat, looping handwriting was instantly recognizable. The title, scrawled across the cover, read: "Things to Do Before I Kick the Bucket." Amelia snorted, flipping through the pages. Bucket lists? Really?

Her fingers tapped the table. What a cliché. “Learn to speak Italian,” “See the Northern Lights,” “Ride a hot air balloon.” The last entry, a scrawled addition in faded ink, was the worst: "Tell Amelia I love her, even when she's being…difficult." She slammed the book shut, the sound sharp in the quiet. This whole exercise was a waste of her time.

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