The email was a crisp, impersonal slap in the face. “Effective immediately, I am no longer accepting patients.” Dr. Albright. No “best wishes.” No “it’s been a pleasure.” Just… gone. Amelia slammed her laptop shut, the metallic clang echoing in the sterile silence of her own office. Her jaw tightened, a muscle in her cheek beginning to throb. She'd cleared her schedule for this morning, expecting the usual check-in, the gentle guidance she relied on. Now, a gaping hole was left where her mentor’s voice should be, replaced by the humming of the fluorescent lights. She pushed back from her desk, the chair screeching on the linoleum floor. She needed coffee. Black. Strong enough to knock her back into something resembling equilibrium.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212