The newspaper lay open on the kitchen table, the headline screaming at Clara. *Local Author's Diary Leaked Online: A Raw and Candid Look at Teenage Years.* She could feel her stomach churning, a nauseous wave washing over her. She stared at the picture of herself from the yearbook, her younger self smiling cluelessly. She knew the snippets of diary entries quoted in the article. Every excruciating detail, every embarrassing secret, was now public knowledge. She grabbed the phone, fingers fumbling for her mother's number. “Mom, I…” she started, her voice cracking.

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