The vibrant colors of the art gallery seemed to mock her. Across the room, Jake was holding court, surrounded by a group of admiring people. He was elaborating on the complex nature of his "curatorial work." Meanwhile, she knew he worked at the grocery store.

Her hands clenched. She felt a warmth in her face, and it didn’t feel pleasant. She knew she should have said something, but the opportunity was always whisked away by the next elaborate lie.

The gallery had seemed like a good idea. Now, she simply wanted to leave.

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