He shoved the laundry basket, overflowing with his clothes, against the wall with a frustrated grunt. His sister’s bedroom door, freshly painted with a floral design, taunted him. He was crammed in the guest room, a converted storage closet, while she got the master bedroom all to herself. "Don't you have a chore chart?" he’d asked his mother yesterday, the words laced with acid. Her bewildered expression had only fueled his simmering resentment. Now he was surrounded by piles of discarded laundry and the faint, unsettling smell of mothballs, and the unfairness of it all was almost too much to bear.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253