The school newsletter fluttered in Sarah’s hand, the paper crinkling under her tightened grip. *Mr. Henderson, Second Grade.* She blinked, then reread the name, her stomach doing a funny flip. This couldn't be right. There must be another Mr. Henderson. The same one who’d nearly failed her in social studies? The same one who’d called her "chatty"? She let out a frustrated sound, a little huff of air that ruffled the bangs on her forehead. She slammed the newsletter on the counter.

Later, she found herself pacing the kitchen, the hardwood floor groaning under her weight. Her daughter, Lily, skipped into the room, a picture clutched in her hand. “Mommy, look! Mr. Henderson said it was *amazing*!” Lily beamed, oblivious to the storm brewing.

Sarah forced a smile. “That’s…great, sweetie.” But inside, a knot twisted. All the childhood memories flooded back, the ones she had worked to bury. She would have to keep her cool. She had a mission.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216