The silence in the library was oppressive, but for the rhythmic thumping of Ben's foot against the polished floor. He’d come here, seeking solace, hoping to find some perspective. But the books, once comforting companions, now seemed to leer at him. He was supposed to feel joy reading about his favorite author, but he felt like he was being robbed.

He reread the excerpts, his teeth grinding. Each word, once a source of inspiration, now tasted like ashes in his mouth. He abruptly stood up, shoving his chair back with a scrape. He needed air. He needed to get away from these carefully crafted sentences, these meticulously stolen phrases.

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