The library felt suffocating. The air was too thick, the silence too loud. Maya sat hunched over her textbook, but she couldn't focus. Her essay, "Finding Home in the Fragments," was now required reading for prospective students. She could already feel the stares.

She had chosen to sit in a cubicle, hoping to achieve a sense of privacy, but her thoughts were far from quiet. She kept imagining people reading the words she'd written. She could see them studying her, scrutinizing her.

She slammed the textbook shut and took a deep, shaky breath. She longed to be anywhere else. She wanted to be anywhere that wasn't here. She gathered her things, abandoning the library to a state of internal panic.

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