The chipped mug slammed onto the kitchen counter, sloshing lukewarm coffee onto a pile of unpaid bills. Liam ran a hand through his hair, already feeling the familiar throb behind his temples. He’d just heard the news from Sarah, and the sheer audacity of it was making his jaw clench. Three years. Three years he’d listened to Mark drone on about project deadlines and demanding clients. Now, Sarah was telling him he’d been working at a *pet store* this whole time? The same pet store Liam’s niece got her hamster from?

He paced the length of his tiny kitchen, the worn linoleum creaking under his weight. This was unbelievable. He’d helped Mark with his ‘business trips’, covered for him when he was ‘working late’. Now, he felt like a complete fool. His phone buzzed – a text from Mark. Liam almost threw the damn thing across the room.

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