He gripped the book tightly, its cover worn smooth from countless readings. He’d found it at a flea market, drawn to its familiar weight and the promise of escape. As he opened it, a pressed flower, brittle and faded, tumbled out. He stared at it, his lip curling slightly.

He was not in the mood for sentimentality. He wanted adventure. He wanted a story. He crushed the flower in his hand, letting the petals crumble to dust. He was going to throw the entire thing away. It was all a complete waste of time. He didn't want to read the book anymore.

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