The library felt suffocating, the silent hum of activity irritating. Chloe pushed her chair back from the computer, the sound unusually loud in the quiet space. She stared at the screen, at the document filled with highlighted sections, the professor's notes scribbled in the margins. It was a mess.

She wanted to rip the paper up. She wanted to throw the computer across the room. She felt a burning sensation in her chest. She had followed the rules, cited all her sources. The whole situation was completely, utterly infuriating.

Her phone vibrated in her pocket. It was her friend, asking if she wanted to go for coffee. She almost threw it across the room. Coffee was the last thing she needed right now.

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