He stared at the email, his eyes narrowed. A 'C' on the midterm. Alex let out a long, slow breath. This wasn't just a low grade; it was a roadblock, a barrier to his future plans. The carefully planned trajectory he'd envisioned suddenly felt precarious. He wanted to throw his laptop across the room, to obliterate the source of this unwelcome information. He focused on his breathing, trying to regain control, but the image of his professor's condescending smile and the grade continued to flash behind his eyelids.

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