The tiny, cramped kitchen seemed to shrink further with each passing moment. A sigh escaped David's lips, a sound of defeated resignation. The smell of burnt toast hung in the air, a fitting metaphor for his predicament. His meticulously planned board game night, a low-key gathering of his nerdy friends, was now competing with Liam's "epic pub crawl".

He stabbed at the charred bread with a butter knife, the action a manifestation of his inner turmoil. He envisioned Liam's party - boisterous laughter, rowdy games of darts, and the inevitable morning-after hangover. His own party, he feared, would be deserted.

He sank into a chair, his shoulders slumped. He felt a profound sense of weariness, a bone-deep tiredness that seemed to seep into his very core.

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