The afternoon sun cast long shadows across the living room. Leo picked up the list from the coffee table. He sighed, a slow, drawn-out sound. “Things I Want to Do,” it read. His mother, the adventurer, the free spirit. The list was a testament to a life lived differently from his own.

He scanned the page, his lips twisting slightly. "See the pyramids." "Learn to sail a boat." "Finally, tell Leo how proud I am."

He set the list down. He paced the room, feeling the tension build in his shoulders. Proud? She always had been proud, hadn’t she? He took a sharp breath, staring at the list, feeling the weight of her absence and the unspoken expectations she had. He ran a hand through his hair, the gesture conveying a mix of frustration and, he hated to admit it, guilt.

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