The dog, Buster, was digging in the flowerbeds again. Laura watched from the kitchen window, her teeth grinding together as she witnessed her precious, meticulously planned garden being systematically destroyed. Buster, oblivious to the havoc he was wreaking, wagged his tail enthusiastically.

“Buster!” she yelled, her voice sharper than she intended. The dog paused, looked at her with a confused expression, then resumed his excavation. She threw her hands up in the air in frustration.

The detective's arrival came soon after. The house had been involved in something truly horrible, long ago. Her stomach churned. She looked at Buster, and the garden, and knew she would never look at either the same way again.

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