The coffee shop was too loud. The barista was too cheerful. The "featured student essay" - *her* essay - was playing on the loop on the TV screen. Amelia glared at the screen, her fork clattering against the plate. She stabbed at a piece of dry quiche, the motion more violent than necessary. She felt a knot forming in her stomach.

She had specifically asked them not to publicize her work. She didn't want the attention. She preferred to blend in. The essay itself felt like a vulnerable moment captured and now endlessly replayed.

She took a large gulp of her lukewarm coffee, letting the bitterness linger. She didn’t want to be “the essay girl.” She wanted to be invisible. She checked her watch. She needed to get back to her dorm room, where she could be alone with her mounting unease.

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