"Seriously, where is it?" Clara huffed, digging through another overflowing box. She was supposed to be unpacking the living room, but all she'd found so far were broken ornaments and mismatched throw pillows. Sweat beaded on her forehead. The humidity was unbearable. She slapped at a mosquito buzzing near her ear.

She flung the box contents onto the floor, sending a framed photograph of her ex-boyfriend tumbling. “Damn it!” she yelled. The photo skidded across the floor, coming to rest against the wall.

As she bent to pick it up, she noticed a small gap behind the picture frame, a space that hadn't been there before. She pushed the frame aside. A section of the wall looked different, darker. She felt around. A hidden latch. Another box of chaos to deal with, she thought.

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