The smell of freshly baked bread wafted from next door, a daily torment. Liam rubbed his temples. He was pretty sure his neighbor, Mr. Harrison, was living off the interest alone. He'd seen the gleaming, brand new, top-of-the-line kitchen appliances being delivered last week. Liam, on the other hand, was eating week-old leftovers. He’d gone to the bank this morning and the teller said there's “not much else to say” about Liam’s situation. He kicked at a loose paving stone on his own cracked patio.

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