He pinched the bridge of his nose, the pressure doing little to alleviate the headache that had taken root. Mr. Thompson ran a hand through his thinning hair, a gesture of exasperation. The sound of children's laughter from the playground just beyond his open window was piercing. A large bouquet of flowers, delivered just moments ago, sat on his desk. The vibrant colors felt almost mocking. The card, in neat calligraphy, read, “Thank you, Mr. Thompson. You made a difference. - Emily.” He crumpled the card, the edges digging into his palm. Emily, the girl who constantly complained about her grade.

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