Rain lashed against the window of Professor Anya Sharma's office, mirroring the relentless drumming in her chest. She crumpled the press release, the crisp paper crinkling like a death knell in her grasp. Twenty years. Twenty years she'd poured her life into this crumbling institution, and for what? To be discarded like a used textbook. She slammed her fist against the mahogany desk, scattering the meticulously arranged piles of student essays. The wood felt cold, unforgiving.

The email from the university president, a smarmy platitude about “new directions” and “fiscal challenges,” sat unopened in her inbox. She’d deleted the congratulatory messages from colleagues, each digital missive a tiny barb. Her jaw clenched, a muscle aching with the effort of holding back the eruption of something ugly inside.

She stood abruptly, pacing the cramped space. Her gaze landed on the framed photograph of her graduating class, their faces young and full of promise. Now, they were scattered, and she was left with nothing but a void. She kicked at a stray textbook lying near the door.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225