He’d lost count of how many times his mother had "tidied" his room. Liam entered the room. Every item was carefully arranged, and even some books he'd been reading were moved. His jaw clenched. He surveyed the scene: his carefully curated chaos, now replaced with an unsettling order.

He closed the door, leaned against it, and took a deep breath, fighting the urge to smash something. The intrusion into his space, the unspoken judgment of his lifestyle, it was all too much. He felt a cold dread creeping into his bones. His own life, once seemingly so full of promise, felt further and further away.

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