Sarah tapped her foot impatiently, the rhythmic sound a staccato against the silence of the library. She'd been so close to finishing her research paper. Now, this… this whole situation with Ben was a disaster. He’d just messaged her, saying he was “in the neighborhood.” In the neighborhood? They had bonded online over a shared love of obscure documentaries. This whole coincidence felt...invasive.

She felt a prickly heat rise in her chest. She glanced at the clock on the wall. Three more hours before closing. She hoped he would just...go away.

She closed her laptop with a snap, the sudden action drawing a disapproving glare from the librarian. She huffed, then opened her book, pretending to read, but her eyes kept darting toward the entrance.

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