The relentless sun beat down on Sarah's back, a physical manifestation of her mounting frustration. She had a mountain of things to do, and this trip to the yard sale was supposed to be a quick stop for a cheap rug. Now, she was stuck behind a family arguing about the price of a stained rocking horse. Her hands were starting to ache.

She finally pushed her way forward, her stomach twisting with a familiar tension. She looked at a group of toys when her eye caught on a familiar shape. Her old bear, Rupert. Missing one ear, and with a faded ribbon. She recalled a time when it had brought her comfort.

“How much for the bear?” she asked the teenager running the sale, trying to keep the impatience from her voice. The teenager shrugged, chewing gum. “Quarter.” She threw the quarter down, grabbed the bear, and marched away.

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