The bustling marketplace, filled with the aroma of spices and the cacophony of vendors hawking their wares, did little to soothe Leo's frayed nerves. He kept glancing at the woman, Olivia, as if waiting for a signal. He had driven all day to meet her, after all.

"The time we built the raft? And the current swept us out, nearly to the waterfall?" he asked, his voice barely audible above the din. Olivia paused, her expression blank. "Oh, no. Sorry, that wasn't me, I am afraid."

He felt the familiar thrum of irritation, starting in his temples. He just wanted to scream. He was so incredibly tired. He wanted to go home. He closed his eyes briefly, fighting the urge to flee.

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