“Well, this is just peachy,” she muttered, her voice tight and clipped. She took a long, deliberate sip of her lukewarm tea, savoring the bitter taste. She was supposed to be writing, but the words wouldn't come. The cursor on her laptop screen blinked mockingly.

She pushed back from her desk, the chair screeching on the linoleum floor. The room felt cramped, the air thick with unspoken frustrations. She walked to the window and stared at the grey sky, the drizzle matching her mood. The whole situation felt like a cruel joke.

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